Metody quasi-randomizacyjne: propensity score

1 Wprowadzenie

Zainstalujemy potrzebne pakiety

library(remotes)
install_github("ncn-foreigners/nonprobsvy")

Wczytujemy pakiet tidyverse.

library(tidyverse)
library(survey)
library(nonprobsvy)

Wczytujemy dane na potrzeby zajęć oraz dodajemy nowe zmienne:

  • R – informacja czy rekord przynależy do zbioru CBOP
  • waga_do_modelu – zmienna, którą wykorzystamy do określenia, że dany rekord dotyczy więcej niż jednego wakatu
dane <- read_csv("../data/popyt-zajecia-dane.csv") |>
  mutate(zawod_kod2 = factor(zawod_kod2),
         sek = as.factor(sek),
         jedna_zmiana=as.numeric(jedna_zmiana),
         R = is.na(id_popyt),
         waga_do_modelu = ifelse(is.na(id_popyt), wolne_miejsca_cbop, wolne_miejsca*waga))
head(dane)
id_popyt id_jednostki waga sek klasa_pr sekc_pkd woj zawod_kod2 wolne_miejsca id_cbop jedna_zmiana wymiar_40 wolne_miejsca_cbop wolne_miejsca_niepeln_cbop R waga_do_modelu
1 a9cc990df6a99ab215a1bc13f51d4825c7d52d18 1 1 D O 14 1 2 NA NA NA NA NA FALSE 2
2 a9cc990df6a99ab215a1bc13f51d4825c7d52d18 1 1 D O 14 2 7 NA NA NA NA NA FALSE 7
3 c9dbaf50890165ebe810aa770de0e9df903dc35b 6 1 D O 24 2 6 NA NA NA NA NA FALSE 36
4 718e0bba42bcec6ed98f9690db6d26cb7b93c880 1 1 D R.S 14 2 7 NA NA NA NA NA FALSE 7
5 532a1879a692b9d7bbb7282ba757d028156ef341 1 1 D R.S 14 2 6 NA NA NA NA NA FALSE 6
6 0b6b623fa45e257284a3049d097af322841337e3 1 1 D R.S 22 2 1 NA NA NA NA NA FALSE 1

2 Przykłady

W poniższych przykładach zakładamy:

  • zmienne X takie jak sektor, klasa_pr, sekc_pkd, woj oraz zawod_kod2 są mierzone bez błędów,
  • zakładamy, że jednostki oraz ich wolne miejsca pracy występują wyłącznie w jednym zbiorze danych,
  • R=1 oznacza czy wakat pojawił się w CBOP, 0 w przeciwnym wypadku,
  • w regresji logistycznej wykorzystamy zmienne dotyczące zarówno charakterystyk podmiotów, jak i wakatów (zawod_kod2).

2.1 Wykorzystanie regresji logistycznej – jedna zmienna

  1. Budujemy model regresji logistycznej
model1 <- glm(
  formula = R ~ klasa_pr,
  data = dane,
  weights = waga_do_modelu,
  family = binomial()
)
summary(model1)

Call:
glm(formula = R ~ klasa_pr, family = binomial(), data = dane, 
    weights = waga_do_modelu)

Coefficients:
             Estimate Std. Error z value Pr(>|z|)    
(Intercept) -1.964396   0.009294 -211.36   <2e-16 ***
klasa_prM   -0.984816   0.015563  -63.28   <2e-16 ***
klasa_prS   -0.380486   0.015712  -24.22   <2e-16 ***
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

(Dispersion parameter for binomial family taken to be 1)

    Null deviance: 184315  on 20945  degrees of freedom
Residual deviance: 180036  on 20943  degrees of freedom
AIC: 180042

Number of Fisher Scoring iterations: 7
  1. Wyciągamy informację o prawdopodobieństwach przynależności
est_probs <- fitted(model1)
table(est_probs)
est_probs
0.049773755656109 0.087473417202593  0.12299206142149 
             4737              5159             11050

Wagi

table(1/est_probs)

8.13060606060606 11.4320445225542 20.0909090909089 
           11050             5159             4737
  1. Dodajemy informację o wagach do zbioru danych
dane <- dane |> 
  mutate(waga_estym = 1/predict(model1, dane, type="response"))
  1. Estymujemy liczbę wolnych miejsc pracy
dane |> 
  filter(R == TRUE) |>
  summarise(estymator_ps = weighted.mean(jedna_zmiana, waga_estym),
            suma_wag = sum(waga_estym))
estymator_ps suma_wag
0.7103372 150146.9
  1. Czy wagi otwarzają liczbę wolnych miejsc pracy wg tej zmiennej?
dane |>
  filter(R == TRUE) |> 
  count(klasa_pr, wt  = waga_estym)
klasa_pr n
D 26074.85
M 81910.64
S 42161.38

Powinno być

pop_totals <- xtabs(wolne_miejsca*waga ~ klasa_pr, data= dane, subset = !is.na(id_popyt))
pop_totals
klasa_pr
     D      M      S 
 94124 128940  71230
  1. Post-stratyfikacja po regresji logistycznej
dane_ps <- dane |>
  filter(R == TRUE) |>
  add_count(klasa_pr, wt = waga_estym, name = "total") |>
  mutate(total_ps = case_when(klasa_pr == "D" ~ (94124/total),
                              klasa_pr == "S" ~ 128940/total,
                              klasa_pr == "M" ~ 71230/total),
         waga_ps = waga_estym*total_ps) 
dane_ps
id_popyt id_jednostki waga sek klasa_pr sekc_pkd woj zawod_kod2 wolne_miejsca id_cbop jedna_zmiana wymiar_40 wolne_miejsca_cbop wolne_miejsca_niepeln_cbop R waga_do_modelu waga_estym total total_ps waga_ps
NA 03950533c4990dd3e6b80312d98d7bf7877d6cdc NA 1 D P 22 2 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA fc1e0932170f7ec7da987a060bfb7ab01a928b3f NA 1 D P 14 9 NA 1 1 TRUE 2 0 TRUE 2 8.130606 26074.85 3.6097614 29.34955
NA ec812df7c443d9681645795c35687241418466ea NA 1 D P 12 5 NA 1 0 TRUE 3 0 TRUE 3 8.130606 26074.85 3.6097614 29.34955
NA ec812df7c443d9681645795c35687241418466ea NA 1 D P 12 9 NA 1 1 TRUE 4 0 TRUE 4 8.130606 26074.85 3.6097614 29.34955
NA f59016808a975f0f45ab571899d50d4931cebaeb NA 1 D P 24 2 NA 1 1 TRUE 2 0 TRUE 2 8.130606 26074.85 3.6097614 29.34955
NA 76f26af4360f38e53850ea0628131fd7a8c51a82 NA 1 D P 04 2 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
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NA cddb17360e586cb6261f29a48be24b169ee7dd73 NA 2 M G 32 2 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA b3d95c8ff2110fb6f006cea06f7997791d3d495e NA 1 S P 02 2 NA 1 1 TRUE 7 0 TRUE 7 11.432044 42161.38 3.0582490 34.96204
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NA bf5d4f5877842e2ab26d0fb9fab6672183d82e11 NA 2 M F 14 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA aefcbfd3c7931f01f5281e5a5c8dcb99d816d59c NA 2 S C 14 9 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA fcded39e70439695b29630fcc3a3e1227f5aa10d NA 2 S C 14 9 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA 0553b0a1edc37e58a9d07ff3982c29759c2aaa7a NA 2 D N 14 5 NA 1 1 TRUE 3 0 TRUE 3 8.130606 26074.85 3.6097614 29.34955
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NA fd99f23ad721c9723bdb52c37f4d6f476d65c47f NA 2 D N 14 9 NA 1 0 TRUE 10 10 TRUE 10 8.130606 26074.85 3.6097614 29.34955
NA e7daf73a259bd3eb8308c05ccff852dbeedf7803 NA 2 S J 14 3 NA 1 1 TRUE 2 1 TRUE 2 11.432044 42161.38 3.0582490 34.96204
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NA 11c70cf0f23dcd95f8f232c4a36066eb499d9737 NA 2 M G 14 9 NA 1 0 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 188598e28f2153f97e0eb17e688566d784ffda0b NA 2 M F 20 7 NA 1 1 TRUE 2 0 TRUE 2 20.090909 81910.64 0.8696062 17.47118
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NA e378c2f124b9fd980dd36ec8a1d2c73d43a129af NA 2 D G 14 5 NA 1 1 FALSE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
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NA 69f7a6886ee04ceb1e7f2fdced7d12f1183fb8cf NA 2 M G 20 3 NA 1 1 FALSE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 81c62b854d2d343151ed306a7ac3cee9ed6ec5a2 NA 2 S I 20 9 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 07c5bc66f00264791e23abc0557c4285d0eeea97 NA 2 M C 20 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA a79a37a1dc213105a34e86596c0c47e4b25c8410 NA 2 D F 20 1 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA a79a37a1dc213105a34e86596c0c47e4b25c8410 NA 2 D F 20 9 NA 1 1 TRUE 5 0 TRUE 5 8.130606 26074.85 3.6097614 29.34955
NA 9924d5c2f9401631606e8901d3bdcbadca6e9099 NA 2 D C 20 9 NA 1 0 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
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NA 85fac573b180f44e3811c65f6a3c954699e39431 NA 2 M F 20 3 NA 1 0 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA c6ff3d49c6c7d69e9529182e065f02f2d5884335 NA 2 D C 20 4 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA b95e737e89725ccc541c8dea1147bcf20ce1772f NA 2 S N 20 5 NA 1 0 TRUE 7 7 TRUE 7 11.432044 42161.38 3.0582490 34.96204
NA 3b7d4a01cd238b4a913dc940d1c34fe960adf5b9 NA 2 M I 20 4 NA 1 0 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 06a6571541e4ed9f9cd5f245d9aa2627d9756414 NA 2 S K.L 20 5 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA f454007015c12b95cd0fdeabe0d1330ad82c1851 NA 2 D C 20 2 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA f454007015c12b95cd0fdeabe0d1330ad82c1851 NA 2 D C 20 4 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
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NA 75172a4d6978bc3ce00e714988a5f2cf9d6e6abd NA 2 D C 06 9 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
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NA 0e766c2b87625a36f02145dd76736f42f6cbb72c NA 2 M G 24 5 NA 1 0 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 528c08a5d7c4325eff6182deda9e187df039fc03 NA 2 M C 12 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA c0a7155c932caeca1cf54b371d01214d1bb01b11 NA 2 S I 24 5 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA c0a7155c932caeca1cf54b371d01214d1bb01b11 NA 2 S I 24 9 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA 6e903941bb2e05ec70b1c9c20d81ee4b4c22448f NA 2 S H 24 8 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA a94c6f343459125ebe1536efebbf5888c795fd4c NA 1 D P 24 9 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA df7281a6a95c992d1ca65e9043c975904f3144dc NA 1 S P 24 2 NA 1 1 FALSE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 135f58a48fd5293a6af4fe9893137e0782489e24 NA 2 S G 24 5 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 135f58a48fd5293a6af4fe9893137e0782489e24 NA 2 S G 24 7 NA 1 1 TRUE 2 0 TRUE 2 11.432044 42161.38 3.0582490 34.96204
NA 8360c866febafa895013b3ae98874d8567ce5618 NA 2 M C 24 7 NA 1 1 TRUE 14 0 TRUE 14 20.090909 81910.64 0.8696062 17.47118
NA 11e832075d09d60a8bd2ecb0cca7cf91b6fabfca NA 2 M C 12 2 NA 1 1 FALSE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 537ac6a3da213ab4bc111a8bca85c67ea026d373 NA 2 M G 24 7 NA 1 1 TRUE 2 0 TRUE 2 20.090909 81910.64 0.8696062 17.47118
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NA b33adbd83a027185ee673b081a5afc583a084c3f NA 1 S P 04 2 NA 1 1 FALSE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA b2f6ce6051a2903961e17138e8e7896ef4b31d8d NA 2 D G 04 8 NA 1 1 TRUE 4 0 TRUE 4 8.130606 26074.85 3.6097614 29.34955
NA 4a54071242c75b72a730261004b0aa65113832a7 NA 2 D N 04 5 NA 1 0 TRUE 30 0 TRUE 30 8.130606 26074.85 3.6097614 29.34955
NA 9861294f818800e0012e2530c2c8732e15661230 NA 2 M H 04 8 NA 1 0 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA b36ce203dfe48c1d3bea74c696bd11282b946011 NA 2 D G 04 3 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA fe600c17a5fe116fc210696b71064fc4cab9fd22 NA 2 M G 04 7 NA 1 1 TRUE 2 0 TRUE 2 20.090909 81910.64 0.8696062 17.47118
NA cac41d71f73045e8cabe4d075b335a69d0a79eac NA 2 M C 04 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 4e54d96a5605d2d79e49505efe051384ef5a864c NA 2 D G 04 5 NA 1 0 TRUE 3 0 TRUE 3 8.130606 26074.85 3.6097614 29.34955
NA 346977727a239047e00a29f36762824642b27333 NA 2 D C 04 8 NA 1 0 TRUE 4 2 TRUE 4 8.130606 26074.85 3.6097614 29.34955
NA 9de270144678db7eb7a83a8223a619531cefc956 NA 2 S C 04 7 NA 1 1 TRUE 6 0 TRUE 6 11.432044 42161.38 3.0582490 34.96204
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NA af05ddb92db5298e068e1efdea466f0865ec2de8 NA 2 S K.L 04 4 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 64d17eec0eaadefe4d85709e6a38d8e5be698542 NA 2 S C 04 4 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 6a5f962f1ed96c6317d040d47dd495bf0cfbe042 NA 2 S C 04 8 NA 1 1 TRUE 3 0 TRUE 3 11.432044 42161.38 3.0582490 34.96204
NA 24ca22a0fb5508aacfb0b56bbf270f75f162b18c NA 2 M M 04 3 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 2334bc0dba983aaaa97268dfc5a7bccd4b7d3d24 NA 2 D N 04 9 NA 1 1 FALSE 1 1 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 702679e57910f0631404328b9d7a5a9bf68530f3 NA 1 S D.E 04 5 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 329b70d18a4f481867465a85a1f139323c98dd4a NA 2 M F 04 3 NA 1 1 FALSE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA e4c2de1178553bdaa3408f86ab65d73379423034 NA 2 S C 04 3 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 5a2c46ef8c164a7c123cf13e548413338899b527 NA 2 D C 10 7 NA 1 0 TRUE 3 0 TRUE 3 8.130606 26074.85 3.6097614 29.34955
NA 710c62ab9dfbd0ae90ee8be6b68c1ffee4e5faa0 NA 2 M I 10 5 NA 1 0 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 56b8d10ed68f62de43a2629b22a95a94877ff8c2 NA 2 D N 10 8 NA 1 0 TRUE 20 0 TRUE 20 8.130606 26074.85 3.6097614 29.34955
NA f0a45d1068117c94783886054d7de770dc73f9d5 NA 2 M F 10 9 NA 1 1 TRUE 4 0 TRUE 4 20.090909 81910.64 0.8696062 17.47118
NA 7468ec8cb2b25be4f78a3dd94e8d520155027b38 NA 2 M F 10 9 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 872ff1b86b3237ea2aa5dbd238d12bebfdcd8aad NA 2 S N 10 5 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 354d1ba69aa2913a4431d9f7b40f102a598b975e NA 2 M G 10 2 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 0be9129d2279e1834c9b5648cd4537e1d0cbb56e NA 2 M R.S 10 5 NA 1 1 TRUE 2 0 TRUE 2 20.090909 81910.64 0.8696062 17.47118
NA 2d92c50736400baeebc4071830956e570e1d574f NA 2 S F 10 7 NA 1 1 TRUE 6 0 TRUE 6 11.432044 42161.38 3.0582490 34.96204
NA d9dc63664cce9a6cfacf5529650079cb721b0855 NA 2 M G 10 8 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 015a969c86afbcfd6203b90c87b043c204a0e4f8 NA 2 S H 10 5 NA 1 0 TRUE 3 0 TRUE 3 11.432044 42161.38 3.0582490 34.96204
NA 152c7b2a1500dcd6890060727020cb85d12f3588 NA 2 M C 10 9 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA b641101c377870100db8c67199edd87e964532aa NA 2 D N 10 3 NA 1 1 FALSE 4 0 TRUE 4 8.130606 26074.85 3.6097614 29.34955
NA b641101c377870100db8c67199edd87e964532aa NA 2 D N 10 4 NA 1 0 TRUE 50 0 TRUE 50 8.130606 26074.85 3.6097614 29.34955
NA e3c7e5b8f937203485e0a5cce514f8a0f1f2b4a8 NA 2 D N 10 4 NA 1 1 TRUE 4 0 TRUE 4 8.130606 26074.85 3.6097614 29.34955
NA 510bd4e1e81b5fa43c42191a4761bad2e7ff52a3 NA 2 D Q 10 2 NA 1 0 TRUE 5 2 TRUE 5 8.130606 26074.85 3.6097614 29.34955
NA f643669a0e1932c45f7511609f3c793cfa9daf9b NA 2 M F 10 7 NA 1 1 TRUE 2 0 TRUE 2 20.090909 81910.64 0.8696062 17.47118
NA a4648417b149d715832f584f55371abf77ca6c2a NA 2 M G 10 5 NA 1 0 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 0e34fd08c1ac54bc142227ae297b208f370f4f8b NA 2 D P 10 4 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 0e34fd08c1ac54bc142227ae297b208f370f4f8b NA 2 D P 10 5 NA 1 1 TRUE 2 0 TRUE 2 8.130606 26074.85 3.6097614 29.34955
NA 004dd95283d0ec5b5613ff405d86dbe7c7f23bb2 NA 2 M J 10 3 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 1badac3f29a444bfe99e320ce2260ace94861e20 NA 2 S C 10 7 NA 1 1 TRUE 2 0 TRUE 2 11.432044 42161.38 3.0582490 34.96204
NA e984a4694854c4ea259f5d3bcaac07c8c78e2fce NA 2 S C 10 4 NA 1 1 TRUE 2 0 TRUE 2 11.432044 42161.38 3.0582490 34.96204
NA 724e8a46a5ce96cbf9c919c2cd3af5e1df0dd074 NA 2 D C 10 9 NA 1 0 TRUE 5 0 TRUE 5 8.130606 26074.85 3.6097614 29.34955
NA 40dc5d4d218c843fe6136f8a1fce098c5dcc5096 NA 2 M F 10 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 174a69ba7d9ecf1862456842b18f80bc11f71a95 NA 2 M F 10 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA d307f3c37f6bd3ca0cb9aa7e85dd308e48371bc2 NA 2 M R.S 10 5 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA de203a08cdd8ffd60949b62c119b4470c4bf94ed NA 2 D C 10 8 NA 1 0 TRUE 6 1 TRUE 6 8.130606 26074.85 3.6097614 29.34955
NA 1e1d289910e7b568ef4dcef2ded43dea07c861ab NA 2 S I 10 5 NA 1 1 FALSE 9 0 TRUE 9 11.432044 42161.38 3.0582490 34.96204
NA 58b79347aa3292a9d73a466e87d481b2c1aa1cfb NA 2 M R.S 10 5 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 148db94fe0efd0935a8df324c9601ceebda37820 NA 2 M G 10 4 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 92b262408750a019adc6ef599efa0e2d0f9baff3 NA 2 D C 10 8 NA 1 0 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 657cf67bb3fd99c6315cfc188e54bf805b7dd26b NA 2 M F 10 7 NA 1 1 TRUE 4 0 TRUE 4 20.090909 81910.64 0.8696062 17.47118
NA 52c011b28ba5617a96bc5e5dd1129bec8cb927c6 NA 2 M G 10 4 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 0e8a4f46f7819768790e73b385b2f9159909cef1 NA 2 M R.S 10 5 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 4b2ef22f73c1e3b0a4f72c76bc1b412576146ec2 NA 2 D M 10 1 NA 1 1 TRUE 9 0 TRUE 9 8.130606 26074.85 3.6097614 29.34955
NA 3cefc98062c2d19a9465448dfb0c81d97a32cd20 NA 2 M G 10 4 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 36f9a36eeea0493c355d5f2888c27aa573084c5b NA 2 S D.E 10 8 NA 1 1 TRUE 2 0 TRUE 2 11.432044 42161.38 3.0582490 34.96204
NA b0fa96eb32486873e8c20b1e26cb9330b3751084 NA 2 M P 10 9 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 0fd1832fee70df4d4f242785755a1e034cbaeb6f NA 2 M I 10 5 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA b623cac73dad4d0e07336406121eaa8b0bc7deaa NA 2 S N 10 9 NA 1 0 TRUE 2 0 TRUE 2 11.432044 42161.38 3.0582490 34.96204
NA f83805406a812f302e0608ee0c96ed5674592d43 NA 2 D G 10 7 NA 1 0 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA f83805406a812f302e0608ee0c96ed5674592d43 NA 2 D G 10 9 NA 1 0 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 28d964e072e8811222d90e73b0c5bf769dae1306 NA 2 M G 10 5 NA 1 1 FALSE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA d26cb48eb67abb46310664200e8767e0e7fa10f9 NA 2 D C 10 9 NA 1 1 TRUE 1 1 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 46b01f3e26ec7057e92cbb1427ff948ef1eeb43c NA 2 M F 10 7 NA 1 0 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA cceb7d39e241f78f2471101f9dddc359aa2e71a3 NA 2 S I 10 4 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 0f7aa01f42c236734cba683006c36646627efae9 NA 2 S Q 10 3 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA ea89b5479d36067521c97a2cf16f09bdbf05e6e8 NA 2 S I 10 5 NA 1 1 TRUE 2 0 TRUE 2 11.432044 42161.38 3.0582490 34.96204
NA ea89b5479d36067521c97a2cf16f09bdbf05e6e8 NA 2 S I 10 9 NA 1 1 FALSE 2 0 TRUE 2 11.432044 42161.38 3.0582490 34.96204
NA ea89b5479d36067521c97a2cf16f09bdbf05e6e8 NA 2 S I 10 9 NA 2 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA b6517bcc6d34b5897e0636dcfa5a2b980f4d7faf NA 2 M G 10 8 NA 1 1 TRUE 2 0 TRUE 2 20.090909 81910.64 0.8696062 17.47118
NA 5ff01b88af1f5f7430ba826464d9f30e1b81e04c NA 2 M I 10 5 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA f900a608195cc54bc074905399d281129b11dfd9 NA 2 M R.S 10 5 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 2bdbd626f5cb4931d8d143d7982f243e3b0552bd NA 2 S G 10 8 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA 9cae6149c02636cbaf4ff27003edba54bd463782 NA 2 M G 10 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA c37491d181653c4356eb2421fdd6769e2344d6a6 NA 2 M Q 10 4 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA b8a4ce31ceca9465e69447d029e6710e7d744acb NA 2 M F 14 2 NA 1 1 TRUE 2 2 TRUE 2 20.090909 81910.64 0.8696062 17.47118
NA 18f4ca42366805606f5cfa2a111500f36f23b90b NA 2 M F 10 9 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA a96d6ede1a2433768128ab9366f969f532f417ad NA 2 M M 10 3 NA 1 1 TRUE 2 0 TRUE 2 20.090909 81910.64 0.8696062 17.47118
NA 756a6f765aa401ddd8978c8cd359aa3d2c5aa766 NA 2 S M 24 4 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 0c9dc88d9592bd4fb19da9942b1079a903b0b2ee NA 2 M C 10 8 NA 1 0 TRUE 2 0 TRUE 2 20.090909 81910.64 0.8696062 17.47118
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NA d1fd2d6f8046a024b0af3deee5c09c57749ac457 NA 2 M R.S 10 5 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 28b4975a4f36702a69bab6462793d4a552a034f8 NA 2 M F 10 1 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 28b4975a4f36702a69bab6462793d4a552a034f8 NA 2 M F 10 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 28b4975a4f36702a69bab6462793d4a552a034f8 NA 2 M F 10 8 NA 1 1 TRUE 2 0 TRUE 2 20.090909 81910.64 0.8696062 17.47118
NA 3f25b7e5999678ee009b7e28c4118c135b95ad4c NA 2 M H 10 8 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 1512cb400169bc9bfc6619570404b583b60ebf31 NA 2 S F 10 4 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 6f0c743c83c4670675838b07dcda397422c22eb1 NA 2 M K.L 10 5 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA b40e73e8e0209c61184babb82db206d70ef0a402 NA 2 S Q 10 2 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA b40e73e8e0209c61184babb82db206d70ef0a402 NA 2 S Q 10 2 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA bcf9797980653a0621f50a437a0503e47120a469 NA 2 S I 10 5 NA 1 0 TRUE 3 1 TRUE 3 11.432044 42161.38 3.0582490 34.96204
NA e7ece89711b28b4079c4332b31a54f2d021efbd0 NA 2 M F 14 7 NA 1 1 TRUE 3 0 TRUE 3 20.090909 81910.64 0.8696062 17.47118
NA 8a6d37ae93bc25360a6901a2935e0c369f938aad NA 2 M G 10 7 NA 1 1 TRUE 4 0 TRUE 4 20.090909 81910.64 0.8696062 17.47118
NA 8a6d37ae93bc25360a6901a2935e0c369f938aad NA 2 M G 10 8 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 63f519242e18c116bf8f412a74a9f28f2444e947 NA 2 D C 10 5 NA 1 0 TRUE 2 0 TRUE 2 8.130606 26074.85 3.6097614 29.34955
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NA 4f228f4ab4f64611c21e05ef4ba6a0fa708916b5 NA 2 S G 10 4 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA ffcdb1d9b3f19bdeb85e4bceb2ed550f7bc304ec NA 1 D H 10 4 NA 1 0 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
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NA fbe9b8f3b37cf20b7bdc0125b5ca33d76f40b0df NA 1 D R.S 10 5 NA 1 0 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA fbe9b8f3b37cf20b7bdc0125b5ca33d76f40b0df NA 1 D R.S 10 9 NA 1 0 TRUE 2 0 TRUE 2 8.130606 26074.85 3.6097614 29.34955
NA e66c75adde65976fe9f5aed0584827adec50abe0 NA 2 S C 10 7 NA 1 0 TRUE 4 0 TRUE 4 11.432044 42161.38 3.0582490 34.96204
NA bec1334c59889d261c9b00136d044ae821384e4f NA 2 M F 10 9 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA bff7a14af71a59b44329188af935c381b620045a NA 2 D N 10 5 NA 1 0 TRUE 2 2 TRUE 2 8.130606 26074.85 3.6097614 29.34955
NA a1f5e0828f008988ee27271e563318a419721517 NA 2 S F 10 7 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 7d6bf9e707dee91da948326de9861f57b434de69 NA 2 S C 10 7 NA 1 1 TRUE 3 0 TRUE 3 11.432044 42161.38 3.0582490 34.96204
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NA e41fcc876ca5c9f23031ea39b9927abf5d0ed8e8 NA 2 D N 12 7 NA 1 0 TRUE 15 0 TRUE 15 8.130606 26074.85 3.6097614 29.34955
NA e41fcc876ca5c9f23031ea39b9927abf5d0ed8e8 NA 2 D N 12 7 NA 1 1 TRUE 10 0 TRUE 10 8.130606 26074.85 3.6097614 29.34955
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NA f0d4c1fc05f9c58f6a7dfd5fa86f28793f1149f9 NA 2 D C 12 2 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
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NA 808dc5948a37dcd82951923012bbbdb5236b97c1 NA 2 S H 12 8 NA 1 0 TRUE 3 0 TRUE 3 11.432044 42161.38 3.0582490 34.96204
NA ab67d61db5112243f7ebcd76cfaf82dd268e1050 NA 2 S I 12 8 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA ab67d61db5112243f7ebcd76cfaf82dd268e1050 NA 2 S I 12 9 NA 1 1 TRUE 2 0 TRUE 2 11.432044 42161.38 3.0582490 34.96204
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NA 1d8a6321f73999d2c07f5bc4425dca8300ca50ea NA 2 D C 12 9 NA 1 0 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 89b61cc66b10d902cbbb7c243e83959a57390536 NA 2 D C 08 4 NA 1 0 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 763612416a46b5dcc620db35076e4b9e3585a3ad NA 2 M F 12 3 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA be790b863c5ca358c3b59dd5375aac569217628a NA 2 D D.E 12 9 NA 1 1 TRUE 3 0 TRUE 3 8.130606 26074.85 3.6097614 29.34955
NA 88d92920ef3d677f94e76509c0a427087e226c9b NA 2 D C 12 2 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 88d92920ef3d677f94e76509c0a427087e226c9b NA 2 D C 12 8 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 06853a6909f44c4895db14a5c83a37c1cd11d674 NA 2 M F 12 9 NA 1 1 TRUE 2 0 TRUE 2 20.090909 81910.64 0.8696062 17.47118
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NA 1e99334da708d02a588c157aa1df9e3c1e0d69ff NA 2 D M 30 2 NA 1 1 TRUE 2 0 TRUE 2 8.130606 26074.85 3.6097614 29.34955
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NA f875a00abdc5158b2a13164cbf832ca52a9aa6ff NA 2 D G 12 9 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
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NA 0098c69b1817e3059c84f064871c0e3fe9062d03 NA 2 S G 12 4 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA 3943bc8718448a837868105e7e92016c63f3c945 NA 2 D N 12 5 NA 1 0 TRUE 2 1 TRUE 2 8.130606 26074.85 3.6097614 29.34955
NA 3943bc8718448a837868105e7e92016c63f3c945 NA 2 D N 12 9 NA 1 0 FALSE 3 3 TRUE 3 8.130606 26074.85 3.6097614 29.34955
NA 3943bc8718448a837868105e7e92016c63f3c945 NA 2 D N 12 9 NA 1 1 TRUE 20 1 TRUE 20 8.130606 26074.85 3.6097614 29.34955
NA 6c1822cd9d46a9b100980e040e1ea82c5758fbf4 NA 2 S G 12 7 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 78f265970420f25c240df8ebe0875f8289c75088 NA 2 M F 12 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA a2dea17d527e5ec48b85974226177440a356fb2e NA 2 D C 14 9 NA 1 0 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
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NA 93a3ab3c47ad8d9fb66bf7904b2d674ed8df4e0b NA 2 M M 14 2 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 5c260e48f61937046ca05c326fb5f71956609ed2 NA 2 S G 14 8 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA d410b58cca9525998d2f0d609710f3c447d9171e NA 2 S N 14 4 NA 1 1 TRUE 2 0 TRUE 2 11.432044 42161.38 3.0582490 34.96204
NA 8e4da86c21831af5b404f4a6f2669cbfac9ec3d6 NA 1 D H 14 8 NA 1 0 TRUE 20 0 TRUE 20 8.130606 26074.85 3.6097614 29.34955
NA 0175d1048a6f8b6a11e6dbe08125b3ff01ee8c15 NA 2 M G 14 4 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA ce51a45d143ef4b8d3a6fbf56ebe4f818108f307 NA 2 D C 14 3 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA ce51a45d143ef4b8d3a6fbf56ebe4f818108f307 NA 2 D C 14 7 NA 1 1 TRUE 2 0 TRUE 2 8.130606 26074.85 3.6097614 29.34955
NA 19788b7a839a1861f3e026defd6de1ba898d344d NA 2 M R.S 14 5 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 8112b6547ead7a9e9f026c69381d8bc2d5569194 NA 2 D C 30 7 NA 1 0 TRUE 3 0 TRUE 3 8.130606 26074.85 3.6097614 29.34955
NA 8112b6547ead7a9e9f026c69381d8bc2d5569194 NA 2 D C 30 8 NA 1 0 TRUE 8 0 TRUE 8 8.130606 26074.85 3.6097614 29.34955
NA 694e486f0e5472c85e190e834472f65166d8621f NA 2 M N 14 9 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA b36767922f92750a3d4009d9ad7cb6c87e0243c9 NA 1 D R.S 14 2 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
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NA e1abede170a5040f43a6f5d14ebf981fb5e4a716 NA 2 M G 04 8 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 20db4c2ecf9da42b3b879295d8b0160ba37a8a3a NA 1 D F 14 9 NA 1 0 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
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NA 9cc31ca301c15bf8ab87770d737c3bed2ac319b6 NA 1 D Q 14 3 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 9cc31ca301c15bf8ab87770d737c3bed2ac319b6 NA 1 D Q 14 5 NA 1 0 TRUE 5 0 TRUE 5 8.130606 26074.85 3.6097614 29.34955
NA 9cc31ca301c15bf8ab87770d737c3bed2ac319b6 NA 1 D Q 14 7 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 7fe58254faa9754dc59f0d0d510ad8af95b1b96a NA 2 M C 14 7 NA 1 1 TRUE 2 0 TRUE 2 20.090909 81910.64 0.8696062 17.47118
NA c98a73b5f761e1aa775c826081645102394371b1 NA 2 D C 24 9 NA 1 0 TRUE 10 0 TRUE 10 8.130606 26074.85 3.6097614 29.34955
NA 242f2f71b51df3065ec337241a6258655fa9d118 NA 2 S N 14 2 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA db59844cbafa6cac99237581afd073bfb256afe8 NA 2 M G 14 4 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 1fc50a05b4fe2e14d0688ac4bdd2cbf4fd0a43e4 NA 2 S C 14 7 NA 1 1 TRUE 2 0 TRUE 2 11.432044 42161.38 3.0582490 34.96204
NA f8fb262d59618d95a59c07832d5ba4aac0f78dc2 NA 2 M G 14 5 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA c18130288cae00574dcda4b1001ea1c0b02c5bdf NA 2 S G 14 5 NA 1 0 TRUE 3 0 TRUE 3 11.432044 42161.38 3.0582490 34.96204
NA e57fc3e601a1a450604e0eb97cf3ec82c7cd2503 NA 2 S C 14 7 NA 1 1 TRUE 4 0 TRUE 4 11.432044 42161.38 3.0582490 34.96204
NA e57fc3e601a1a450604e0eb97cf3ec82c7cd2503 NA 2 S C 14 8 NA 1 1 TRUE 2 0 TRUE 2 11.432044 42161.38 3.0582490 34.96204
NA 52718b7bd287fcdaa2b65bdb99c4e0ca5430794d NA 1 D R.S 14 5 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 3230d024ea637b7f3b7b0378e339a55ba1cc8c8e NA 2 S C 14 8 NA 1 0 TRUE 2 0 TRUE 2 11.432044 42161.38 3.0582490 34.96204
NA ac0c695a2332f8a7e32f187d1a23abe6b26b798b NA 2 D C 20 7 NA 1 0 TRUE 5 0 TRUE 5 8.130606 26074.85 3.6097614 29.34955
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NA 809e64602dbf03c9d74784b77cc7d4f0302c8c26 NA 2 M R.S 14 5 NA 1 0 TRUE 2 0 TRUE 2 20.090909 81910.64 0.8696062 17.47118
NA 7c36545bf75469cf7c0bc4903c974989786fcdb7 NA 1 S D.E 14 4 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 7c36545bf75469cf7c0bc4903c974989786fcdb7 NA 1 S D.E 14 9 NA 1 0 TRUE 2 0 TRUE 2 11.432044 42161.38 3.0582490 34.96204
NA 416a0dd3b148b1e050cba86970f89caabeb1cd45 NA 2 D I 14 5 NA 1 1 TRUE 4 0 TRUE 4 8.130606 26074.85 3.6097614 29.34955
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NA 89525a33e752caa4e1d4d02eb4d8d2bbbb00a294 NA 2 D C 14 9 NA 1 0 TRUE 4 0 TRUE 4 8.130606 26074.85 3.6097614 29.34955
NA 434619bf91fe1e2193f6715e35603c6ebff15d43 NA 2 M C 14 9 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA fc24fc6afc330e95c76b9457fe9eb2a49d0fa8f0 NA 2 M G 14 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 343d952498adb85b944401f6c6f77292f97c3a96 NA 2 D G 04 3 NA 1 0 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 7e4b7d89b66efcd9460c76c34cd5ceee069b10e1 NA 2 M I 14 5 NA 1 0 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA bd490693f164ae9bc06341721268112baa1742b5 NA 2 M F 14 4 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 06b84053787f51dc31e76fe91ed864ec154bd9cb NA 2 S P 14 5 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 06b84053787f51dc31e76fe91ed864ec154bd9cb NA 2 S P 14 9 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 4bb90418c1288791cd8668b9f7bd66b4d3dd0a17 NA 2 M G 14 4 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 9c0853853d65ea7737380f85d10ef577943e116f NA 2 D N 02 7 NA 1 0 TRUE 10 0 TRUE 10 8.130606 26074.85 3.6097614 29.34955
NA 0aca40f51d12256b1d0d9720674b85a4a1f8b858 NA 2 M P 14 7 NA 1 1 TRUE 2 0 TRUE 2 20.090909 81910.64 0.8696062 17.47118
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NA 538e7a961b844a057c97f3262eea1d20885c32d2 NA 2 D C 14 5 NA 1 0 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA f02d2eb534ea277e371db4c6a25c2273a5d0bbd8 NA 2 D I 10 9 NA 1 0 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 9976e908d439c3d28af9dcc20805639abfa5258f NA 2 D C 14 2 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 58d4cf74fa764f7cd95bcba3412681aa6ea688df NA 2 M G 14 8 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 5d85a495242cd61c0b0367440eb709e81555b555 NA 2 D H 14 5 NA 1 0 TRUE 2 0 TRUE 2 8.130606 26074.85 3.6097614 29.34955
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NA 3c176dff4d517e47dfbdea9c9734e5354b7e4a1a NA 2 M I 14 9 NA 1 1 TRUE 2 0 TRUE 2 20.090909 81910.64 0.8696062 17.47118
NA cb60a8073ff06c2574c4891c1c3119154d9a5e9f NA 2 M Q 14 5 NA 1 0 TRUE 2 0 TRUE 2 20.090909 81910.64 0.8696062 17.47118
NA 6f70b3c129ce7367e4ef18464ac0432dbbcbc80a NA 1 S Q 14 3 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA f233986c831052fef73f30452e352028042642f4 NA 2 S P 14 7 NA 1 1 FALSE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA b38d491062dfedeb4f9fef54ee5aa9165776f098 NA 2 S P 14 5 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 92aab428bb5f26ac91e4ccaa52ac8bb9547094eb NA 2 S P 14 2 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 4ff076bbd60d09351ca7a154bf23bde6509c30f0 NA 1 D D.E 14 5 NA 1 1 TRUE 2 0 TRUE 2 8.130606 26074.85 3.6097614 29.34955
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NA aceff52d971ea195f6d15ef346fa77e6a8b0697b NA 2 M N 24 4 NA 1 0 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 32c9e56da9f204a56928319d6fd71a3915c5a378 NA 2 M N 24 4 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 216aad9be25dc2d5917db28272a0aa5bc520db40 NA 2 S C 24 3 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA a9412a0b3810eaeaf0ddceb7567e2fc9f34f1b63 NA 2 M I 24 5 NA 1 0 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 065798916bfb39aad7d8ca0eab7b33c0ec667da5 NA 2 M N 16 9 NA 1 1 FALSE 3 0 TRUE 3 20.090909 81910.64 0.8696062 17.47118
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NA 9f554c73508f7d108e2ed141665a5d0ccb614e1a NA 2 M C 16 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 38faa9798a28440130185fb016aa6b074510d0e1 NA 2 D G 18 5 NA 1 0 TRUE 4 0 TRUE 4 8.130606 26074.85 3.6097614 29.34955
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NA 1b5cdec3f2fe0232b9162828780e58a067b8cc2f NA 2 D N 18 9 NA 1 0 TRUE 1 1 TRUE 1 8.130606 26074.85 3.6097614 29.34955
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NA f8f484feb17e90b54b855ea531732fd67ee85d18 NA 2 S C 18 7 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA f8f484feb17e90b54b855ea531732fd67ee85d18 NA 2 S C 18 9 NA 1 1 TRUE 2 1 TRUE 2 11.432044 42161.38 3.0582490 34.96204
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NA e6fb2e49a6eb54ba5c7965a7def3055f187438e6 NA 2 S I 18 4 NA 1 0 TRUE 2 0 TRUE 2 11.432044 42161.38 3.0582490 34.96204
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NA e35e3189c884a429c7ea6baa60b4904735476b57 NA 2 M G 18 8 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 0dd475ea8cbabcf2decfb1faab7113673aaa71e8 NA 2 S H 18 5 NA 1 0 TRUE 1 1 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 137f90527de1b869e66636ee4ec4fb5b148a52a3 NA 2 M F 18 9 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 5de9ba44531bf0d5e5d8f2690e970d32f7e3a148 NA 2 M C 18 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 991f9151cc6ede4d14ba10ebb425396adbd8a6a2 NA 2 S F 18 7 NA 1 1 TRUE 6 0 TRUE 6 11.432044 42161.38 3.0582490 34.96204
NA 3a7d70fc01a44de4b8a6c73cc94741c873be18ad NA 2 M M 18 4 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA c3afa3fd20077da07935810eaa43611ac4a19e5b NA 2 M H 18 2 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 64a1f11b46ea7d0976f24f049e8e0b7d629c27ae NA 2 S G 18 5 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA bf9bb206a9f6724100e0c03b380e08d378a30469 NA 2 D C 18 7 NA 1 0 TRUE 2 0 TRUE 2 8.130606 26074.85 3.6097614 29.34955
NA 3dc1c9756fc0d060ad22f5f5a28e60933473583f NA 2 S C 18 8 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 61f7b595d67c34b799896a57279182901882cd8a NA 2 M G 18 5 NA 1 0 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA b06f15c2721de77e84c54218aece0be76b96fe89 NA 2 M F 18 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA cc3a99723c46258008e5069600e13aec8f98c5ca NA 2 S C 18 7 NA 1 1 TRUE 9 0 TRUE 9 11.432044 42161.38 3.0582490 34.96204
NA cc3a99723c46258008e5069600e13aec8f98c5ca NA 2 S C 18 8 NA 1 1 TRUE 8 0 TRUE 8 11.432044 42161.38 3.0582490 34.96204
NA b710a3831b53d1295fa5acd841be13a60b8de932 NA 2 M R.S 18 5 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 20ae4583e7c7c8cbd575f4aca54208f39730554d NA 2 S G 18 5 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 12ee0e09ef23d3dde2ce219986114cc6c653b01f NA 2 S F 18 4 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 12ee0e09ef23d3dde2ce219986114cc6c653b01f NA 2 S F 18 5 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 12ee0e09ef23d3dde2ce219986114cc6c653b01f NA 2 S F 18 7 NA 1 1 TRUE 3 0 TRUE 3 11.432044 42161.38 3.0582490 34.96204
NA 86a7c18a38043b2005566ecb01c7c958147187c5 NA 2 M F 18 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 82fc7c09d8ca96ac62c430b68a847126b6580e21 NA 1 D D.E 18 8 NA 1 1 TRUE 2 0 TRUE 2 8.130606 26074.85 3.6097614 29.34955
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NA e626f8596746fb9bb6517de49e8fe457b050bf78 NA 1 D P 18 5 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
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NA d72baddb8537715cb8649d151a466b412e88296d NA 2 S C 18 8 NA 1 0 TRUE 2 0 TRUE 2 11.432044 42161.38 3.0582490 34.96204
NA 8809347d3e878e331b042324698774fb19722f57 NA 2 S G 18 5 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA 33817d0e2136e8a6dfbf376d63113176c517088d NA 2 S G 18 3 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA 33817d0e2136e8a6dfbf376d63113176c517088d NA 2 S G 18 5 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 33817d0e2136e8a6dfbf376d63113176c517088d NA 2 S G 18 9 NA 1 0 TRUE 2 0 TRUE 2 11.432044 42161.38 3.0582490 34.96204
NA 33817d0e2136e8a6dfbf376d63113176c517088d NA 2 S G 18 9 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA 78d852c0a639142e6cf01d892c28db42bcb70d89 NA 2 S Q 18 2 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA ecaa52887a8e8fbc2d002b189eabdfea76ebbed6 NA 2 S C 18 9 NA 1 0 TRUE 5 0 TRUE 5 11.432044 42161.38 3.0582490 34.96204
NA ce9d7943d5b5efbd74d2d6e570a1dfc4e128005c NA 2 M G 18 8 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA bd4254cb7a251d01115d0c8e7dfb493404c5d8e8 NA 2 M G 18 7 NA 1 1 TRUE 2 0 TRUE 2 20.090909 81910.64 0.8696062 17.47118
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NA 1bfbd42ff3bc0f8091f61527d471767f6f3f8adf NA 2 M C 18 7 NA 1 1 TRUE 3 0 TRUE 3 20.090909 81910.64 0.8696062 17.47118
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NA 45d813b3f7b27b3e96923072a8c48a074b4db00a NA 2 S F 18 2 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA d079ba78d3d2f8f6ad41fb7b71f3e5b098e6883a NA 2 D N 14 4 NA 1 1 TRUE 3 3 TRUE 3 8.130606 26074.85 3.6097614 29.34955
NA 9a4cb1a5b05c43b956388a65d67487c54966fa2d NA 2 M N 18 5 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 8d1987c76f6a7975130f02bab28f9ddf27d8eef5 NA 2 M N 18 8 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA b1df6dfa2dbb9ab6551df19666dda6f92ac27ba2 NA 2 D H 24 3 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
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NA bbf289375b0bb282753010a69b7eb7fb3747d28a NA 2 M G 24 4 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA c86ea3d482e904af367a13b0d0a5e3a42c179544 NA 2 M N 24 9 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 2901e602eb98e153fa141fbe062de4ad0e4fe89f NA 2 S C 24 7 NA 1 0 TRUE 5 0 TRUE 5 11.432044 42161.38 3.0582490 34.96204
NA 2901e602eb98e153fa141fbe062de4ad0e4fe89f NA 2 S C 24 8 NA 1 0 TRUE 15 0 TRUE 15 11.432044 42161.38 3.0582490 34.96204
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NA abaa7a321fae48623061f9041f0ef14fbd09f584 NA 2 M G 24 5 NA 1 0 TRUE 2 0 TRUE 2 20.090909 81910.64 0.8696062 17.47118
NA 88ebda40d3cd564ef5308d3b4b093d15c48cdae9 NA 2 S G 24 4 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 92e49e13d401828eca8907fbe969e97d1cf81096 NA 2 M G 24 8 NA 1 1 TRUE 2 0 TRUE 2 20.090909 81910.64 0.8696062 17.47118
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NA ba11acf93643733657f9f0f531357783c245a8cd NA 2 M M 24 3 NA 1 0 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA b15169225be1a45bb9156ea99f0ec572fb121baa NA 2 S N 24 8 NA 1 0 TRUE 10 0 TRUE 10 11.432044 42161.38 3.0582490 34.96204
NA ec489a6df7802c8e4787dd8b21c11ebf9a5f889d NA 2 S G 24 9 NA 1 0 TRUE 4 0 TRUE 4 11.432044 42161.38 3.0582490 34.96204
NA 3ca3fc72a44357f368a3d43c4a7caefb5fc04f64 NA 2 M C 24 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA cdfee11898ca4547c39b081e055893c4e66d904f NA 2 S Q 24 3 NA 1 0 TRUE 3 0 TRUE 3 11.432044 42161.38 3.0582490 34.96204
NA 1c4f9e2c9174f5892cb2f1d6fd76c25bd3f379e0 NA 2 M M 24 3 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA b76e81ef6c15cbf4f8a670d2265d4901c1638387 NA 2 M G 24 7 NA 1 0 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA e49c00c773869d966c421371ba571d38c0aac1f6 NA 2 D N 24 5 NA 1 0 TRUE 2 2 TRUE 2 8.130606 26074.85 3.6097614 29.34955
NA 1fb433944277f862bc82c1799c56f078a9fa1805 NA 2 D N 24 5 NA 1 0 TRUE 25 25 TRUE 25 8.130606 26074.85 3.6097614 29.34955
NA b8048c2b75ad2ecae6c2cff0b497ebc4ac938381 NA 2 S C 24 7 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA 7f5a1328600a0082982128f01eac543c441b4cc9 NA 2 M H 24 5 NA 1 0 FALSE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 2f11cc2de18a0ef98c4116cf1d83fa95b126b4d9 NA 2 M C 24 9 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 813cf66efa898c809e1dacf05a001e63a79ef204 NA 2 M M 24 3 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 1950ba2ecc07779359504e8d6db491650c83c64e NA 2 S C 24 4 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA 18235d6261526fcfcb3a56a3af1bec549f1747e7 NA 2 M F 24 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 158622b297e2424beccceff2a35c7a07e1772bff NA 2 S N 24 7 NA 1 0 TRUE 20 0 TRUE 20 11.432044 42161.38 3.0582490 34.96204
NA eed052ed882cb2a1fa0856a597733d049ef54987 NA 2 M F 24 9 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 26d9cca12f87ef6a964e46883b934cb73651019d NA 2 S F 24 3 NA 1 1 TRUE 3 0 TRUE 3 11.432044 42161.38 3.0582490 34.96204
NA 26d9cca12f87ef6a964e46883b934cb73651019d NA 2 S F 24 9 NA 1 1 TRUE 2 0 TRUE 2 11.432044 42161.38 3.0582490 34.96204
NA 5ecc3189202d766c9df32f587dcc5af10f8a64a2 NA 2 M G 24 5 NA 1 1 FALSE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA e976b9d5bcad7f17206c6a0de7a343d13051dfc9 NA 2 M G 24 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 8d845ad0cda3077b0698652c247ffaf8e6811234 NA 2 S R.S 24 5 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA 816ed759d98270d6c33471170d66bee1bb5888cb NA 2 S C 24 7 NA 1 0 TRUE 2 0 TRUE 2 11.432044 42161.38 3.0582490 34.96204
NA 57a0289355704b556bdc82650ba4636fc9291dfc NA 2 M F 24 9 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA cb68d64c724d492b94f06c745dc31b385e1b6c2e NA 2 S Q 24 4 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA cdee0196a7bfe5bbedb235c7c8b960d598699c21 NA 2 M Q 24 5 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 0bece7cb47072d35de9d5b494572e2cf5e742e96 NA 2 S G 24 5 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 4bf6bfc9ddf8c528e72877bd6fb77d0355b0fe73 NA 2 M F 24 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA dd9d07bdeb2b44786567fcaf351d76ebededb27f NA 2 S C 24 7 NA 1 1 TRUE 2 0 TRUE 2 11.432044 42161.38 3.0582490 34.96204
NA e69db6c305b4b8bcdcfd4430d370880d24fa5832 NA 2 M G 24 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA f40bdc6303b998f060b24706a0cdba0887d01136 NA 2 S G 24 3 NA 1 0 TRUE 2 0 TRUE 2 11.432044 42161.38 3.0582490 34.96204
NA f40bdc6303b998f060b24706a0cdba0887d01136 NA 2 S G 24 4 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA f40bdc6303b998f060b24706a0cdba0887d01136 NA 2 S G 24 9 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 938b8ade6154640595c3aee5a00ea04eafe7e48c NA 2 M N 24 4 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 59053cacd79a50bb5e10b6feb75712a1f218a057 NA 2 S M 24 7 NA 1 0 TRUE 4 0 TRUE 4 11.432044 42161.38 3.0582490 34.96204
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NA 66b262dcdd5f89bcafa6599bfa14c20a43b105d3 NA 2 M F 24 5 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA ca3ba103a86c7248049d9904dbe5dcbba4a706fb NA 2 M G 24 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 56f36db15550b5b2f5373dc34e6a626e39b66861 NA 2 S G 24 3 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 56f36db15550b5b2f5373dc34e6a626e39b66861 NA 2 S G 24 4 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 56f36db15550b5b2f5373dc34e6a626e39b66861 NA 2 S G 24 7 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 99d3643a1c99f4dc6c00288c0c0de31fba09c071 NA 2 M F 24 9 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 80fc93d604fd5176e2c98b04e6b347ae9a3b51c1 NA 2 D G 24 3 NA 1 1 TRUE 2 0 TRUE 2 8.130606 26074.85 3.6097614 29.34955
NA 80fc93d604fd5176e2c98b04e6b347ae9a3b51c1 NA 2 D G 24 4 NA 1 0 TRUE 2 0 TRUE 2 8.130606 26074.85 3.6097614 29.34955
NA 80fc93d604fd5176e2c98b04e6b347ae9a3b51c1 NA 2 D G 24 8 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 094ed2c5ec44aedc9532f397349264b4c5f0248c NA 2 M C 24 5 NA 1 1 FALSE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA c272098241b741cb3bdd87883e8feed8541634b7 NA 2 S C 30 2 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA b82bf48b9ca5f6de761f4c7096bc98f57233bf2b NA 2 M G 30 5 NA 1 0 TRUE 2 0 TRUE 2 20.090909 81910.64 0.8696062 17.47118
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NA 36a4f00ab15e1538a0f1a3712f33a1d651f7cfda NA 2 S C 30 7 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA 10e782161011ce4df6b1cd703b17803728afd304 NA 2 S G 30 8 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA eddc5c0d76aa33cba79cb3a06fc60cd94dfe6d5d NA 2 D N 30 5 NA 1 0 TRUE 2 0 TRUE 2 8.130606 26074.85 3.6097614 29.34955
NA fb42feae37700706ca81eccc9a09b5f229cb89d7 NA 2 D G 30 5 NA 1 0 TRUE 2 0 TRUE 2 8.130606 26074.85 3.6097614 29.34955
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NA 63d5a76c1c8f33e6d1f2eb0f6c0475c5c697a6b1 NA 2 S Q 30 5 NA 1 0 TRUE 3 0 TRUE 3 11.432044 42161.38 3.0582490 34.96204
NA b3ae3bcb180c9a66aa9133cc8f2a12893f46416a NA 2 D C 30 2 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 4bcdb74370d80d2c12fe16be950d5cda5798ee42 NA 2 M F 30 7 NA 1 1 TRUE 4 0 TRUE 4 20.090909 81910.64 0.8696062 17.47118
NA 1481b45a6ae13116e1a59ac8ac53d5a5dadb38af NA 2 M F 30 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 940a90c721e6d268fac3c32ed382e10ef8208c8a NA 2 S C 30 4 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 3acbae122973ffaa1bf77f5e8800d36b1082d2ba NA 2 D C 30 1 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 3acbae122973ffaa1bf77f5e8800d36b1082d2ba NA 2 D C 30 2 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 3acbae122973ffaa1bf77f5e8800d36b1082d2ba NA 2 D C 30 3 NA 1 1 TRUE 2 0 TRUE 2 8.130606 26074.85 3.6097614 29.34955
NA 3acbae122973ffaa1bf77f5e8800d36b1082d2ba NA 2 D C 30 4 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 3acbae122973ffaa1bf77f5e8800d36b1082d2ba NA 2 D C 30 7 NA 1 1 TRUE 11 0 TRUE 11 8.130606 26074.85 3.6097614 29.34955
NA eb8e42dbd64c8eee4e96dc594772711bac3382e1 NA 2 S G 30 7 NA 1 1 TRUE 4 0 TRUE 4 11.432044 42161.38 3.0582490 34.96204
NA d9cfc387b749a85edc87fbf60d99ddb2d437feb5 NA 1 S D.E 30 7 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA 1a3a9412df6c7be2d8591249a25c854876a0985a NA 2 S F 30 8 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 3e16c6adc2d5bff6d697334ae40f2e0dc14c4377 NA 2 M H 30 8 NA 1 0 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 1d1494da49c4194cf7d880efff8396a577685f78 NA 2 S C 30 7 NA 1 1 TRUE 3 0 TRUE 3 11.432044 42161.38 3.0582490 34.96204
NA e889fb9ceee4d9916fdb6dc9d2e1a09cc21733ec NA 2 M G 30 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 943516df0ee18299a0684e8c29fa4439a413d2ee NA 2 M F 30 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 2df093cd5af3c0427891e872ac0d2d35e30aae60 NA 2 M C 30 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA ce9ee883ebfc3fba21d066f0f9a4710a329a59dc NA 2 M G 30 5 NA 1 0 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA f9cab7705e2417e2a821c671f8c06719771b9fc1 NA 2 S C 30 7 NA 1 1 TRUE 1 1 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 1e7d5bf2196389b3e5d1fb376cb75a55fd08581d NA 2 M C 30 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 38fe2792b206340d2e88e18c8cd548d934fb8a9c NA 2 M C 30 7 NA 1 1 TRUE 2 0 TRUE 2 20.090909 81910.64 0.8696062 17.47118
NA 38fe2792b206340d2e88e18c8cd548d934fb8a9c NA 2 M C 30 8 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 5186e2da7442bf44f5f14189e4e6d15d3871dd44 NA 2 M R.S 30 7 NA 1 0 FALSE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 0be9e9f9eb4f7692cba2c9365f5fd41cc38470b5 NA 2 M J 30 2 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA b5d63ad769b3f9daa980f65e570bdd5035482887 NA 2 M G 30 5 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA b5d63ad769b3f9daa980f65e570bdd5035482887 NA 2 M G 30 9 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 3be62b9089721f567275847943d8349c5c09fb22 NA 2 D F 30 8 NA 1 1 TRUE 2 2 TRUE 2 8.130606 26074.85 3.6097614 29.34955
NA 275e0003ea70d208e55e242144f28cec5ea1c1f3 NA 2 S G 30 5 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA eb619102d3c9fdf47ffd1551f891678c84d18dc6 NA 2 S C 30 7 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 0f70af0d856c7f557c2e9f8be0dfcd6f44fb6d20 NA 2 M F 30 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 5ea04ebf36b8d38af632bb7459a15c2e037e6600 NA 1 S P 30 2 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA aa03003ee2daf002171b3ee583002974ff8faf49 NA 2 D C 30 7 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA ed7b7b8b6d43b05562d0116e0603154a7a25f3f1 NA 2 S C 24 7 NA 1 1 TRUE 2 0 TRUE 2 11.432044 42161.38 3.0582490 34.96204
NA ed7b7b8b6d43b05562d0116e0603154a7a25f3f1 NA 2 S C 24 8 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA c2cc15c91b1c4745dcd36d9ea7d0b17f2d10f480 NA 2 S D.E 30 9 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 532d17cf447733c3cb7f8b80a186acfe4ce9fb68 NA 2 M G 30 5 NA 1 0 TRUE 2 0 TRUE 2 20.090909 81910.64 0.8696062 17.47118
NA 76a895121002b2a1ee5dac6f5d227f49bfaba651 NA 2 S C 30 2 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 76a895121002b2a1ee5dac6f5d227f49bfaba651 NA 2 S C 30 4 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 76a895121002b2a1ee5dac6f5d227f49bfaba651 NA 2 S C 30 4 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 76a895121002b2a1ee5dac6f5d227f49bfaba651 NA 2 S C 30 9 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 425cfa7c9d64cddbea4d9a36e57d91f1360c308b NA 2 S C 26 8 NA 1 0 TRUE 2 0 TRUE 2 11.432044 42161.38 3.0582490 34.96204
NA 5589469de153863e6d19cd43f51e831229216ff1 NA 1 D Q 26 2 NA 1 0 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA b6a3fc2d5562d00a5553b4c2babf047c11b0a156 NA 2 M F 26 5 NA 1 0 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 0bdc8dd33fc352af1b2b5bed50c967f1966e2f91 NA 1 S O 26 5 NA 1 1 TRUE 5 0 TRUE 5 11.432044 42161.38 3.0582490 34.96204
NA a977408f2116967dd1ed168b047ec91832fc453a NA 2 M I 26 5 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA f88040eff01fbf3c6ebe4bc4c5093402d5d651d9 NA 2 M C 26 8 NA 1 1 TRUE 2 0 TRUE 2 20.090909 81910.64 0.8696062 17.47118
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NA d3deb3b3e5de31071ad1c24d46490d7c6498ebe9 NA 2 S G 26 5 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 91b8c57a23f37c2223243562805b76ae4586d0c2 NA 2 D G 26 5 NA 1 0 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 7ced9876038a0828eaa7876c87ed7163728d021a NA 2 M G 26 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 9347ca0a58c4e0a96d8d1f4829120b3e65ed39c8 NA 2 D C 26 5 NA 1 0 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 881557320f09d6b25227d640b9209d21bb0b1192 NA 2 M G 26 5 NA 1 0 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA aac0eca0b22fa12325dd221810cc03ea5ea74c85 NA 2 M G 26 4 NA 1 0 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA aac0eca0b22fa12325dd221810cc03ea5ea74c85 NA 2 M G 26 8 NA 1 0 TRUE 2 0 TRUE 2 20.090909 81910.64 0.8696062 17.47118
NA 618999306dcda4d1f0da05f10268603c15bbefd3 NA 2 M M 14 2 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 0d51b934e22eaf85efb67ceb62ff2c82ef832363 NA 2 M H 26 5 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 0d51b934e22eaf85efb67ceb62ff2c82ef832363 NA 2 M H 26 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 319351c7339cded6ff947f00e68cec536cc52349 NA 2 M C 26 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 504fe0c94d25157c94a88255d488a844075827d6 NA 2 D C 06 3 NA 1 0 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 504fe0c94d25157c94a88255d488a844075827d6 NA 2 D C 06 3 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 504fe0c94d25157c94a88255d488a844075827d6 NA 2 D C 06 4 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 1a9fd1137417a862c4a90f58f1a36e1e9d73d907 NA 2 S H 26 4 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA d63952d6dae3fee112c4d9bbb8c38c5ddcecb94e NA 2 S C 26 7 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA d63952d6dae3fee112c4d9bbb8c38c5ddcecb94e NA 2 S C 26 8 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 8da50ce46ad3181042ca7dfe1bbcbe5229009ead NA 2 D C 26 7 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 2f5e18c365dede6254ced0bdf01141a935d40b17 NA 2 S G 26 2 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 489f85074d707aa9fe186be0468fb4de9d8bbc6a NA 2 D N 26 9 NA 1 1 TRUE 2 1 TRUE 2 8.130606 26074.85 3.6097614 29.34955
NA 29067c58261b5ded93614be89e0375684f9847a5 NA 2 M H 26 8 NA 1 0 FALSE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 9d68d7fc2f33a1b3059c2594646af8a033900606 NA 2 D C 26 5 NA 1 0 TRUE 2 0 TRUE 2 8.130606 26074.85 3.6097614 29.34955
NA 64be0277b7999dc7e9fa65169ff32bc3b9a0b610 NA 2 S F 26 7 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 64be0277b7999dc7e9fa65169ff32bc3b9a0b610 NA 2 S F 26 9 NA 1 1 TRUE 2 0 TRUE 2 11.432044 42161.38 3.0582490 34.96204
NA 5d8a6b3694bf2486780d5f43c138499e2aeafb29 NA 2 M F 24 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA b3c783093e179212bd3e3b79c016177436ab9805 NA 2 M M 26 7 NA 1 1 TRUE 2 0 TRUE 2 20.090909 81910.64 0.8696062 17.47118
NA 027357222742fd598d962b802f84558ad2020585 NA 2 M K.L 26 2 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA b66579a1d30d9917b78b77d8e5e2b7c718b0f4fa NA 2 M G 26 7 NA 1 1 TRUE 10 0 TRUE 10 20.090909 81910.64 0.8696062 17.47118
NA bf0d3379116024d36901b369cff56764deba0e34 NA 2 M F 26 9 NA 1 0 TRUE 1 1 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 891baa5dc308f1b2911fa1d872f5e329f75a112d NA 2 S F 26 1 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 5257fb2a356232f4b82e124abd05aa7b403c67b0 NA 2 M F 26 8 NA 1 1 TRUE 3 0 TRUE 3 20.090909 81910.64 0.8696062 17.47118
NA 6df6dad47837332fd0f0b8c0007b3f238f9cd38f NA 2 M F 26 7 NA 1 1 TRUE 4 0 TRUE 4 20.090909 81910.64 0.8696062 17.47118
NA 8c736a429cf0279bfcbe9adc88a159533012b04a NA 2 S G 26 7 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 6cffd3e6d8378235030d7e347b4c0106725053d2 NA 2 M G 26 8 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA e2458ddfc3fd0b626f96e6cf969ce134db758059 NA 2 S G 26 7 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA 3596a686ecc2b9c2bee2bdeaad73b310b9d109a7 NA 2 M G 26 4 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 44d032e10534d7bc89b8aac5150f6a6c2552da42 NA 2 D C 26 8 NA 1 1 TRUE 2 0 TRUE 2 8.130606 26074.85 3.6097614 29.34955
NA f2ffc8f0088f52b52e3427578938107fa03fe84f NA 2 S F 26 9 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA a57c0b8dab8e90c2ce781558c8caaf3a7cf6aa67 NA 2 M R.S 26 5 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 81c72983fdf5b100585eb98d5b12c5d2a52c52d5 NA 2 M F 26 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA f2b1b34a16183764965bd89981a2ff583cd4fa81 NA 2 M H 26 8 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 3986693cd5811240e6c15ec8a83eff9a1fdf43d5 NA 2 M R.S 26 5 NA 1 0 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 83b1a522b14f3bb1104816b0ee35efe5a1695239 NA 2 M I 26 5 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 70ec490db00916dedb2a63b5dd17767315894948 NA 2 S F 26 7 NA 1 1 TRUE 5 2 TRUE 5 11.432044 42161.38 3.0582490 34.96204
NA 9b491512e3db0690a7084fa650356147f12d0994 NA 2 S C 26 8 NA 1 0 TRUE 6 0 TRUE 6 11.432044 42161.38 3.0582490 34.96204
NA 9b491512e3db0690a7084fa650356147f12d0994 NA 2 S C 26 8 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 6b0efad7a3d33c419e654bf85fb9da434d814139 NA 2 M F 26 7 NA 1 0 TRUE 2 0 TRUE 2 20.090909 81910.64 0.8696062 17.47118
NA eb59ef182aca6cfd3ae07e2915fdd0c5acef07da NA 2 M H 26 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA ba4eeebc8e7ae64b1301620b370081b68027e985 NA 2 D C 26 3 NA 1 0 TRUE 5 0 TRUE 5 8.130606 26074.85 3.6097614 29.34955
NA ba4eeebc8e7ae64b1301620b370081b68027e985 NA 2 D C 26 3 NA 1 1 TRUE 2 0 TRUE 2 8.130606 26074.85 3.6097614 29.34955
NA ba4eeebc8e7ae64b1301620b370081b68027e985 NA 2 D C 26 4 NA 1 0 TRUE 10 0 TRUE 10 8.130606 26074.85 3.6097614 29.34955
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NA a60cb69c4179d95716bad1d6f56fb1ac70a80ca4 NA 1 D D.E 24 8 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
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NA 75a8681e8243d56663b9d92200ded9824095b6f9 NA 2 M H 24 8 NA 1 1 TRUE 2 0 TRUE 2 20.090909 81910.64 0.8696062 17.47118
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NA d606562433c413e4fee0142a52635dcdeb76b2bd NA 2 M F 24 7 NA 1 1 TRUE 90 0 TRUE 90 20.090909 81910.64 0.8696062 17.47118
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NA f140894b1251571cfed0a6ea879922a62309e35e NA 2 M C 24 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA ebf883845eb1acd57a53d6489e65a222911f2562 NA 2 S I 24 5 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA 1cb7382fc6472564cdf19400a2ef2c28f7206a3d NA 2 S C 30 7 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA 1dcbc033fbb09fb30909218246079bebffea827b NA 2 M I 30 8 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 1681a87c6d37e22d95cbd4711b4ce7941117d4d5 NA 2 S G 30 4 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 28bc23a40957bc87f57eacb8ede541992a85e8ec NA 2 M F 30 9 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 6824a2ad6f8fd480843feeeed311d4604150342e NA 1 S P 30 4 NA 1 1 TRUE 1 1 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA c26334da704f5542858306e46e17c13625cdf8b7 NA 2 S G 30 4 NA 1 1 TRUE 2 0 TRUE 2 11.432044 42161.38 3.0582490 34.96204
NA f7797be8800310eb73fe38fc723830a225d4a9bf NA 1 M Q 30 3 NA 1 0 FALSE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA ceab27ca25ab5f549e45f05b3dfcdce91b7d7cd5 NA 2 M C 30 3 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA ef6e731e3500ee4d43e3dae0b854e3237c9aa574 NA 2 D C 30 8 NA 1 0 TRUE 2 0 TRUE 2 8.130606 26074.85 3.6097614 29.34955
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NA d768ff15eb59a1c8a40f8c169858eedb2fd39ce9 NA 2 S G 24 5 NA 1 0 TRUE 5 0 TRUE 5 11.432044 42161.38 3.0582490 34.96204
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NA 5ab930da3e95a39c954d34e1a3b7d6f6dedbf89b NA 2 D C 30 7 NA 1 0 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
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NA 321813af525f7a705927504aa3d97688e5b383d2 NA 2 M F 30 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 643640ca3e12699977a66f2ce0c7435d7d713c4c NA 2 S G 14 4 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 643640ca3e12699977a66f2ce0c7435d7d713c4c NA 2 S G 14 4 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA b73ebe2b0a14dcf254d09d892784c1d988df29a7 NA 2 D M 30 7 NA 1 1 FALSE 10 0 TRUE 10 8.130606 26074.85 3.6097614 29.34955
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NA 39bc43adac67bd31eda3c9c6ada9d442aea0c816 NA 2 D G 30 4 NA 1 1 TRUE 10 0 TRUE 10 8.130606 26074.85 3.6097614 29.34955
NA 39bc43adac67bd31eda3c9c6ada9d442aea0c816 NA 2 D G 30 5 NA 1 0 FALSE 10 0 TRUE 10 8.130606 26074.85 3.6097614 29.34955
NA 39bc43adac67bd31eda3c9c6ada9d442aea0c816 NA 2 D G 30 5 NA 2 0 TRUE 38 0 TRUE 38 8.130606 26074.85 3.6097614 29.34955
NA 982994d221921e7062101f4b23d8ba972c9c87a9 NA 2 M G 30 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA a85f2d8ed9d8625746611f43e7d685831db9147f NA 1 D Q 32 5 NA 1 0 TRUE 4 0 TRUE 4 8.130606 26074.85 3.6097614 29.34955
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NA b685114a5e2cab2993ab0166df704bb870a08a4c NA 2 S J 32 7 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA 7698b1ec842db361c38943ac214032172948fdae NA 2 S I 32 7 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA b86b64e0949b6343fbcf88549735018deaf9acd3 NA 2 M C 32 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA c0f2677aab3481920bae976f573e9b85c8c1d10f NA 1 S K.L 32 5 NA 1 1 TRUE 2 0 TRUE 2 11.432044 42161.38 3.0582490 34.96204
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NA afb886a962f3e391b451e6255e92bf1c34ba46dc NA 1 D D.E 32 7 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
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NA 26f02022f98167261cc6d8441f25bd5f8fd65f80 NA 2 D G 32 4 NA 1 0 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 26f02022f98167261cc6d8441f25bd5f8fd65f80 NA 2 D G 32 5 NA 1 0 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 79f79b58a5f48fe615271908c4cdf88cb3b1a277 NA 2 M I 32 4 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA d669c2c3326584690062a05f21a80e4f782f7d99 NA 2 M G 12 5 NA 1 0 TRUE 3 0 TRUE 3 20.090909 81910.64 0.8696062 17.47118
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NA 66c4724fe36b6ff6090850142c7254f276d316ac NA 2 M G 12 9 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA e696e53c098c3322593f826adeb1c17b32a83112 NA 2 D J 12 2 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
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NA 3a8cfb06c18eaa1ab5e14335cb171dd25da41c85 NA 2 D C 12 7 NA 1 1 TRUE 2 0 TRUE 2 8.130606 26074.85 3.6097614 29.34955
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NA 291358b453586eba19eb398bd7817d83627812e4 NA 2 S I 12 5 NA 1 0 TRUE 3 0 TRUE 3 11.432044 42161.38 3.0582490 34.96204
NA 291358b453586eba19eb398bd7817d83627812e4 NA 2 S I 12 5 NA 1 1 TRUE 2 0 TRUE 2 11.432044 42161.38 3.0582490 34.96204
NA 291358b453586eba19eb398bd7817d83627812e4 NA 2 S I 12 9 NA 1 0 TRUE 4 0 TRUE 4 11.432044 42161.38 3.0582490 34.96204
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NA 75d4dc0250c0dadc967bb07af9410bfdb2d48831 NA 2 S F 12 7 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA cb502f66f9b94a4c00f692170b45849392759ea2 NA 2 M G 12 8 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA b99f6af96a4c21595db6474e72fb41531ac83252 NA 2 D N 28 5 NA 1 1 TRUE 1 1 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA b99f6af96a4c21595db6474e72fb41531ac83252 NA 2 D N 28 9 NA 1 1 TRUE 5 5 TRUE 5 8.130606 26074.85 3.6097614 29.34955
NA dedecf8369f415277501a7243c41a26b062defcc NA 2 M G 12 5 NA 1 0 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA f2b8116d20dff0055cd90ccd6062ac9ae49a733f NA 2 S Q 12 9 NA 1 1 FALSE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 181a9b706579c0559ab102fb7e9aca3bd226ac9d NA 2 S F 12 7 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA 848058fa5f45909379781f9d446fe2d7e321725b NA 2 S G 12 4 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA f51748f3c361cc0d9261586505b609b6e481f2cc NA 2 S F 12 7 NA 1 1 TRUE 2 0 TRUE 2 11.432044 42161.38 3.0582490 34.96204
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NA 51dbc17446c08cbfc3c9c8cc64625dbb5c2d88d6 NA 2 M F 12 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA d850a18e2906acbdf513a2f2e83e39eeceed556e NA 2 S C 12 7 NA 1 1 TRUE 3 0 TRUE 3 11.432044 42161.38 3.0582490 34.96204
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NA f7d76ff9ecee323521e4aa2b2970e8bb9a6a23f4 NA 1 D Q 12 9 NA 1 0 TRUE 2 0 TRUE 2 8.130606 26074.85 3.6097614 29.34955
NA 58bc49fe7f8241f9c76365f859042994e73b18c7 NA 2 D N 12 9 NA 1 1 TRUE 5 0 TRUE 5 8.130606 26074.85 3.6097614 29.34955
NA 3476f4cd4d7ddb51196997cf29916b0985923a64 NA 2 M C 12 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA b79cc42060c5f060ab9b8ce54f25089e53d2459a NA 2 D N 12 5 NA 1 0 TRUE 4 4 TRUE 4 8.130606 26074.85 3.6097614 29.34955
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NA 2221919d4d90c2b70d91b2e5f10cb8b515d136ea NA 2 M C 12 2 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA f647731f6d2ea1803f7b350ecbc9782ef5740104 NA 2 M C 12 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA cbcfac503de561d93cfd75fa65b8319b372776ae NA 2 S I 12 9 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA df10a4c00fcb19a91d316f195efa84f29953720b NA 1 D I 14 4 NA 1 0 TRUE 3 0 TRUE 3 8.130606 26074.85 3.6097614 29.34955
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NA 98a2fb11b442faf433fa28a1a7646c8a31fae13c NA 2 M G 12 5 NA 1 1 FALSE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA f11a8c4e610a0dd02cfe2867630c163b32662f0c NA 2 D D.E 12 9 NA 1 0 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
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NA ab19db12c3811a0dc037b74e21d15b746dcd9d76 NA 1 D Q 12 3 NA 1 1 TRUE 2 0 TRUE 2 8.130606 26074.85 3.6097614 29.34955
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NA b60db6e51de7f6c86c66990b5c47a9b22263cdb5 NA 1 S P 12 2 NA 1 1 FALSE 2 0 TRUE 2 11.432044 42161.38 3.0582490 34.96204
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NA 34152110870c4228cc6fe22142f94529290fade0 NA 2 M I 12 5 NA 1 0 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 68bc8ffbf6823df24ab7853db99c7248b99269c9 NA 2 M H 12 8 NA 1 0 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA ce6942cd89ff52ce6229fd8a32d8ce88de79ecc8 NA 2 D G 06 9 NA 1 0 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
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NA 3ecacb9e868216cb6bfb69b7433195780d600dcf NA 2 S M 22 5 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 3ecacb9e868216cb6bfb69b7433195780d600dcf NA 2 S M 22 7 NA 1 1 TRUE 2 0 TRUE 2 11.432044 42161.38 3.0582490 34.96204
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NA c8dd712aeb7500c871882d3da4621bd082c755be NA 2 M G 26 5 NA 1 0 TRUE 2 0 TRUE 2 20.090909 81910.64 0.8696062 17.47118
NA c8dd712aeb7500c871882d3da4621bd082c755be NA 2 M G 26 9 NA 1 0 TRUE 2 0 TRUE 2 20.090909 81910.64 0.8696062 17.47118
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NA e7e1caef70408d31fd796e6d5518957076dd7907 NA 2 S C 02 7 NA 1 1 TRUE 2 0 TRUE 2 11.432044 42161.38 3.0582490 34.96204
NA 6536941dd677c222fdbb6f50f0c39c436b5d4121 NA 2 M I 12 5 NA 1 0 TRUE 3 0 TRUE 3 20.090909 81910.64 0.8696062 17.47118
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NA f2d992a5ea8341e3f22887304f769859181cba63 NA 2 S I 22 9 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA 754530fa1aa6ac5069ea5c6b0bb0dfad05de29cc NA 2 D C 02 4 NA 1 1 TRUE 14 0 TRUE 14 8.130606 26074.85 3.6097614 29.34955
NA cde7472eb12f1649b2443427dc56a778bdd83bc7 NA 2 S H 18 9 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 23b104ce9b789e2b7472c08fc5faa275aa10f984 NA 2 M F 02 7 NA 1 0 TRUE 3 0 TRUE 3 20.090909 81910.64 0.8696062 17.47118
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NA 8311f14332e45f9d4a10e02a58cfc68d9ed39eb2 NA 2 D N 22 8 NA 1 0 TRUE 2 1 TRUE 2 8.130606 26074.85 3.6097614 29.34955
NA f467d24299807f8a2bb765027b403e5a325d913c NA 2 M C 16 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 774c45d1c44b836f0c842a7b9dcbb73434e2c579 NA 2 D N 10 5 NA 1 1 TRUE 2 1 TRUE 2 8.130606 26074.85 3.6097614 29.34955
NA 774c45d1c44b836f0c842a7b9dcbb73434e2c579 NA 2 D N 10 7 NA 1 0 TRUE 4 0 TRUE 4 8.130606 26074.85 3.6097614 29.34955
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NA 774c45d1c44b836f0c842a7b9dcbb73434e2c579 NA 2 D N 10 9 NA 2 0 TRUE 7 5 TRUE 7 8.130606 26074.85 3.6097614 29.34955
NA 774c45d1c44b836f0c842a7b9dcbb73434e2c579 NA 2 D N 10 9 NA 1 1 FALSE 1 1 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 774c45d1c44b836f0c842a7b9dcbb73434e2c579 NA 2 D N 10 9 NA 2 1 TRUE 3 1 TRUE 3 8.130606 26074.85 3.6097614 29.34955
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NA ca1a581fb1a7f759e9e8e4808f075836ca42689a NA 2 M H 02 8 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA e7a624973074e6bae7dc35ea3c4714cef9cdf56b NA 2 S G 18 5 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA f331bfa78613a942544e4c9414c266a23d624257 NA 2 M G 26 2 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 8ae9660bb31775feaaf9806097860f3b25ef3ca5 NA 2 S N 10 8 NA 1 1 TRUE 1 1 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 8ae9660bb31775feaaf9806097860f3b25ef3ca5 NA 2 S N 10 9 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA d75021138eaf7aee5fc5e923f1d5fc7cee1711ff NA 2 M G 14 9 NA 1 1 TRUE 2 0 TRUE 2 20.090909 81910.64 0.8696062 17.47118
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NA 04224d030c6f02a44ed891efefa48291cbfc8e17 NA 2 S Q 24 3 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA 92aec9fffef97af48b04013f2eac68c28c165184 NA 2 M C 10 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 8ae1d0b65f6362330270cf2d38fc697c2b62d92b NA 1 D M 02 5 NA 1 0 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 4162c427e515746974341e21515ac6fa6916a6f6 NA 2 S G 20 5 NA 1 0 TRUE 3 0 TRUE 3 11.432044 42161.38 3.0582490 34.96204
NA 34455c79c0094c213891c770f8fe03cb2bb25e77 NA 2 D I 24 5 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 34455c79c0094c213891c770f8fe03cb2bb25e77 NA 2 D I 24 9 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 64326da6e195074e69de1df513cf07b1b105362c NA 2 S C 02 4 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA eea27ac074d87537baa10080762d7e6ec357a938 NA 2 M F 28 2 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA a3bfdcbe23c4f71bb4414eb51a53b440aa89a4a2 NA 2 S C 12 9 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA e61cfd704787f287841bbbd883a753a225035519 NA 2 M G 14 8 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 4c8ebad277eae870e97f53fed78ba1042cbec9cf NA 2 D M 22 7 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 87c5b341eee5d1fbdd279e06fbc9fa6f2a572dfb NA 2 M G 30 5 NA 1 1 TRUE 10 0 TRUE 10 20.090909 81910.64 0.8696062 17.47118
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NA 984a77529f6adb344a37238ae281b35ffaf57071 NA 2 S C 24 8 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 42ba7ea40b537856763fa873a67751625f610648 NA 2 M G 12 3 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA c3c46d9ecd5ebfbb04d4bf176fba512a4132248e NA 2 S P 18 2 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA 213ec3270f9b635e891a568425274362528e634a NA 2 M G 14 9 NA 1 0 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA e7901f1f0e4d442b825cf380988c9b776806c604 NA 2 M F 06 9 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 4c7530e4c0f9647beb28fb349913e205623fb47a NA 2 S G 12 7 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 82f5b1c1b94d503f24ad559a27c1697ed78aa45f NA 2 M F 24 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA c9a0f73549b5b11d04703b3bd69cec902b96ee90 NA 1 D Q 12 2 NA 1 0 FALSE 2 0 TRUE 2 8.130606 26074.85 3.6097614 29.34955
NA 88627b9f933f1fc967987393d636b0d90b2d7659 NA 2 M F 10 7 NA 1 1 TRUE 4 0 TRUE 4 20.090909 81910.64 0.8696062 17.47118
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NA e5d33f71474b3ee9ca8ae57aa17b6568ba10fcae NA 2 M G 14 5 NA 1 1 TRUE 5 0 TRUE 5 20.090909 81910.64 0.8696062 17.47118
NA 2600ce34042b788c007e5779c7ab2baa998c9df3 NA 2 S C 28 5 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA ec9273dc68e10938a70acad6245ca8d38c0d4b49 NA 2 M G 32 7 NA 1 1 FALSE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA e82c98618f7f42f8f893899139dbe79ffef58cfe NA 2 M F 14 8 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 9f6e19f0a1cd0877157bc8fd5f81810ebb6df575 NA 2 M R.S 18 5 NA 1 1 TRUE 2 0 TRUE 2 20.090909 81910.64 0.8696062 17.47118
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NA f45ed3c2b07afc564f7f5d22e93bf7fc0533355c NA 2 M I 10 5 NA 1 0 TRUE 2 0 TRUE 2 20.090909 81910.64 0.8696062 17.47118
NA 9c6109e10455b69566efb80653e118b9b92f74db NA 2 M I 28 5 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA da71c0129b6420dcb3b8197bc6e80e5f5c7b2e11 NA 2 S G 14 4 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 149edbd344c902a955d2967a67174c910af6a582 NA 2 M G 02 4 NA 1 1 TRUE 1 1 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA ec9b18b69ed658e1cd913a6ca122aa569daaf843 NA 2 M M 18 7 NA 1 1 TRUE 5 0 TRUE 5 20.090909 81910.64 0.8696062 17.47118
NA 49bfb9f837a67e27b29b33ff2bacc9dcfedf1108 NA 2 D H 14 4 NA 1 0 TRUE 205 50 TRUE 205 8.130606 26074.85 3.6097614 29.34955
NA 8d92811612f43d5869945f4bd62fa96bb5a72461 NA 2 M G 24 3 NA 1 1 FALSE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 61b3721c2d8414c387700d16fdbe1c6fe6fcf685 NA 2 M R.S 04 3 NA 1 0 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 5630727f6f908de6b861e47ba32cedf565816ec6 NA 2 S N 22 7 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA b8f8e08a51daed729d1b374c310bee620b68666e NA 2 M F 10 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA b8f8e08a51daed729d1b374c310bee620b68666e NA 2 M F 10 9 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA f2635cd98a823c1b979c797cb8b622a85d431d22 NA 2 M I 30 9 NA 1 0 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 80d72aa431aa3beb04b92cdda00be8916d996b8f NA 2 M M 24 2 NA 1 1 TRUE 1 1 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA df53a61ae3347bf51ad5ea5e1f3c7a12b7e5af81 NA 2 M H 10 8 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA a6ef72362f68bfbe37a1a8f67e84d0321bef920f NA 2 M I 14 5 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 333eaa8b9077607236f2ea0075893f5bb00357af NA 2 M C 02 7 NA 1 1 TRUE 3 0 TRUE 3 20.090909 81910.64 0.8696062 17.47118
NA ad9ca50103c2bfe54a81eb36197980f698d102bd NA 2 S G 02 3 NA 1 1 TRUE 1 1 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA 18de9f08353f78521e712743fa1e1a0619ce76d1 NA 2 M I 14 1 NA 1 0 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 14eed9c0241a59194a9770a709e5382925b0eee3 NA 1 S M 22 3 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA e8f909756f4cad77699e14b87ab9a05ca58be532 NA 2 M N 12 2 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA e77f2291001cf7af964d4bdc786d850342b65a5b NA 2 S P 14 2 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA a1a881a701e8906656b2582ab1c18d1275fa9244 NA 2 S C 30 2 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA c76df9f31f7edd52550dff0264a97a8caf493b3e NA 2 M I 22 9 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 522ebd49ef122191b1e0eb0118c4de1a0f873c01 NA 2 D F 22 4 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 522ebd49ef122191b1e0eb0118c4de1a0f873c01 NA 2 D F 22 7 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 091bcec66ea67a185b87674bed502a2b4a29fb02 NA 2 S G 22 9 NA 1 1 TRUE 10 0 TRUE 10 11.432044 42161.38 3.0582490 34.96204
NA ed800739b37d3193808a37f057239193cbd04c64 NA 2 M G 02 5 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA ef63c43246c99bc1b733b45cb6dbeadbc8e9fba1 NA 2 D C 30 5 NA 1 1 TRUE 30 0 TRUE 30 8.130606 26074.85 3.6097614 29.34955
NA 0c43acd8f34532fa0ded427407013389665e5f8c NA 2 S F 18 2 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA 4a73a4215fdb51f22ee515c75a5b078b4f917e1d NA 2 M G 26 5 NA 1 0 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA cbbeb8e1a34bba40fc130e23a77c88b326fef180 NA 2 M F 14 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 9dd666cfded462470585f05d25a8fe2e431ea25e NA 2 D G 14 4 NA 1 1 TRUE 2 2 TRUE 2 8.130606 26074.85 3.6097614 29.34955
NA 9dd666cfded462470585f05d25a8fe2e431ea25e NA 2 D G 14 5 NA 1 0 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 9dd666cfded462470585f05d25a8fe2e431ea25e NA 2 D G 14 5 NA 1 1 TRUE 1 1 TRUE 1 8.130606 26074.85 3.6097614 29.34955
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NA 0a699b874e46b49d43cfaa9f6bff51d8801743e4 NA 2 M G 02 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA fb7ce5b299af9ac7b330b589c31520d8974e98e3 NA 2 D N 14 4 NA 1 0 TRUE 100 0 TRUE 100 8.130606 26074.85 3.6097614 29.34955
NA 205ba2ff920c4c33335afb491c481a0479cf9221 NA 2 S C 30 9 NA 1 1 TRUE 10 0 TRUE 10 11.432044 42161.38 3.0582490 34.96204
NA 84f6a40e1f3b9a3a8ac60b6bf7fd72f646e5deb0 NA 2 M N 08 9 NA 1 1 TRUE 2 2 TRUE 2 20.090909 81910.64 0.8696062 17.47118
NA 0ce7eede4309c47e1d75c87c4e0e84020f834f36 NA 2 S P 22 2 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA 2869f5152cc49ba2bfd6085c75e393e1a5295034 NA 2 M C 10 9 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 71fd899ecfa101331c0f1d65bf0545cfc01d8e84 NA 2 M P 16 2 NA 1 0 TRUE 2 0 TRUE 2 20.090909 81910.64 0.8696062 17.47118
NA 71fd899ecfa101331c0f1d65bf0545cfc01d8e84 NA 2 M P 16 9 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA b7253a12ca3ec3481bbb5378edb8610d9277e89c NA 2 S D.E 24 5 NA 1 1 TRUE 2 0 TRUE 2 11.432044 42161.38 3.0582490 34.96204
NA b7253a12ca3ec3481bbb5378edb8610d9277e89c NA 2 S D.E 24 7 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA c9c632d5c5030bc2eff4a0cc77cc0c59ad28c531 NA 2 S K.L 02 5 NA 1 0 TRUE 1 1 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA d635feb3cbcbf36526ecffd61725f660565bcf40 NA 2 D C 32 5 NA 1 1 TRUE 2 0 TRUE 2 8.130606 26074.85 3.6097614 29.34955
NA f8fa08bc9d32901b95ccbd95ee75827e0dc019a6 NA 1 D P 14 9 NA 1 0 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
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NA c1b33d384f73fe7f58c985ac6e8d5985569c69cd NA 2 M H 14 8 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA f1a0c16ae80dd840488ca8574e9b60d01a72094c NA 1 D P 16 9 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA df55c0df1b4a490712a0a1306671f64dea20365d NA 2 M F 16 9 NA 1 1 TRUE 3 0 TRUE 3 20.090909 81910.64 0.8696062 17.47118
NA 07dded2c7e082e11d970170857f592ea41103b5c NA 2 M D.E 30 8 NA 1 0 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 886dbbe7912e2ca09b032ee4133806554c9aa257 NA 2 S G 28 2 NA 1 1 TRUE 2 0 TRUE 2 11.432044 42161.38 3.0582490 34.96204
NA fb4ecdfc33eac308da8816697db77984c9b3ac7b NA 2 M G 24 5 NA 1 0 TRUE 4 2 TRUE 4 20.090909 81910.64 0.8696062 17.47118
NA 448f5fa4910ee8b7b7e7caf4c5d070e400a44858 NA 1 S G 26 4 NA 1 0 TRUE 1 1 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA d55029c263cb524c6b4329f28a237f960e964f85 NA 2 S C 16 8 NA 1 1 TRUE 5 2 TRUE 5 11.432044 42161.38 3.0582490 34.96204
NA 9e5e32dac9bb8ade0cbad2267bb01868c23d1f3c NA 2 M C 12 7 NA 1 1 FALSE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA c35ec7c7b1d90e3d54703c6cc802bf4d375f74f0 NA 2 M G 30 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 19fe64d91ea6fb6b61a5472918f74da419e9c8a9 NA 1 D P 14 7 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 19fe64d91ea6fb6b61a5472918f74da419e9c8a9 NA 1 D P 14 9 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 9b0c7645fcccb8faa93b152b7481ee2f0b0e5da1 NA 2 M G 14 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 922cad7c3ed21897ab5ebce28aa2ac6f33e14955 NA 2 S C 02 1 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA bc10b152580c9f9f266c373011ae275d5ee0e756 NA 2 D H 22 3 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
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NA ab16ed3a6ba976865493047d2c768f5cd83f4edc NA 2 D G 24 5 NA 1 0 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
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NA f54f0271ddf9656388f73c446dd487ec270d4b36 NA 2 D M 28 9 NA 1 0 TRUE 40 0 TRUE 40 8.130606 26074.85 3.6097614 29.34955
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NA 7f39afc03c1133fd875b7df60598fc93567a223a NA 2 M N 14 4 NA 1 1 TRUE 12 0 TRUE 12 20.090909 81910.64 0.8696062 17.47118
NA 349a8b7294bb7ed27fe9d7edf39e33ec41692303 NA 2 M F 28 9 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA fe234f2bd050631de1ec91ae3eb8db893002e6de NA 1 D D.E 02 7 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA b9ec35a6283983332e7d7325eb70b967fcf5452f NA 2 S Q 24 3 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA b410cae4e8413081148a4c85bb7e29d716531ca6 NA 2 M F 02 9 NA 1 1 TRUE 2 0 TRUE 2 20.090909 81910.64 0.8696062 17.47118
NA 27e7f76bf154f37b675e0e45db50ddeb2e10edaf NA 2 M C 14 9 NA 1 1 TRUE 2 0 TRUE 2 20.090909 81910.64 0.8696062 17.47118
NA 8650f093b7ef937778fd49336de6fecd52bf4dac NA 2 M I 12 9 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA fcd214c71b243108de8655b12384fd60dc303f51 NA 2 M H 24 5 NA 1 1 TRUE 1 1 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 6afc4ffc41f2907ffb78f1fa245525fbe9c65b83 NA 2 D C 24 5 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA ef7a900e4c4b6c3dbd018f2763b96492b034f1ed NA 2 M F 24 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 9efdf8b2249ca03455f547fa037243b24fbeea49 NA 2 S I 02 5 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA cb09d3748b272ac9307e837297be77b450e4f16a NA 2 D G 32 4 NA 1 0 TRUE 100 0 TRUE 100 8.130606 26074.85 3.6097614 29.34955
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NA 28942b46ac0f199301fb64e677b7d393f49a2a43 NA 2 M Q 32 5 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 5a57405bb5433c2aad9b382a35e0a5811914639e NA 2 M I 14 9 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 89f9246b4a7810c671d0c7d20c0563288263ed86 NA 2 D C 12 7 NA 1 0 TRUE 150 0 TRUE 150 8.130606 26074.85 3.6097614 29.34955
NA f3196a347cb4a033edf7888e3f1f1d2570c66e61 NA 2 M F 10 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA c8fa3bc533ef683365b3b3e12dfeefa693ab9b75 NA 2 M F 28 7 NA 1 1 TRUE 4 0 TRUE 4 20.090909 81910.64 0.8696062 17.47118
NA 76d846e28da977f60f8a979b24d4629b60a784b6 NA 2 M C 24 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 89bf4be575b9e5132b5d04ad4957da6c9d10a3b5 NA 2 D C 12 5 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA b09aaf38ebcb327eff9ae8431511a68119242fdf NA 2 M C 30 7 NA 1 1 TRUE 5 0 TRUE 5 20.090909 81910.64 0.8696062 17.47118
NA afd269ee894238400071e4ecf5867e1b4dcfdd9b NA 2 D C 04 8 NA 1 0 TRUE 10 0 TRUE 10 8.130606 26074.85 3.6097614 29.34955
NA afd269ee894238400071e4ecf5867e1b4dcfdd9b NA 2 D C 04 9 NA 1 0 TRUE 10 0 TRUE 10 8.130606 26074.85 3.6097614 29.34955
NA cf945b9547d5ea24f4d032c9d9372dff03143c98 NA 2 S N 10 4 NA 1 0 TRUE 30 0 TRUE 30 11.432044 42161.38 3.0582490 34.96204
NA 04bca296ee659aeca3c10f489f88d4f3610dfdf6 NA 2 M J 02 7 NA 1 1 TRUE 4 0 TRUE 4 20.090909 81910.64 0.8696062 17.47118
NA e99a455ea922bf601d624425f462843d677faa89 NA 1 S P 02 2 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA a8406f6943e200a6879a4f5a909a541924949074 NA 2 M G 24 9 NA 1 1 TRUE 1 1 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 8e3779b755f467cb0f89578824b694264efdb6f2 NA 2 S G 30 4 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 2c7b0c4f4805b0fed1af16d6294a1aae208a20eb NA 2 M C 30 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 0e631514cec7c4abb6a31985d758568826eb0bec NA 2 S I 14 9 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 727d70ca8ff855d00b280f49c268467ac056ea56 NA 2 M I 04 9 NA 1 0 FALSE 2 0 TRUE 2 20.090909 81910.64 0.8696062 17.47118
NA 85b1887f3eb856643cbb4fc4d45fde72839a5b3f NA 2 S G 26 7 NA 1 1 TRUE 2 0 TRUE 2 11.432044 42161.38 3.0582490 34.96204
NA 828a454f246cada25a3cac5bb2ce2bb983052080 NA 2 S G 22 5 NA 1 1 TRUE 2 0 TRUE 2 11.432044 42161.38 3.0582490 34.96204
NA 51757abd968734e4faa59e97cdfbb27a66de75dd NA 2 M I 16 5 NA 1 0 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 51757abd968734e4faa59e97cdfbb27a66de75dd NA 2 M I 16 9 NA 1 0 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA ce05afbb0a3a2669436658448c68a55c82dc89e2 NA 2 M G 14 5 NA 1 0 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA cf890b9e1aac273a861ce2875fa9d962b0567ff0 NA 2 M R.S 14 5 NA 1 0 TRUE 3 0 TRUE 3 20.090909 81910.64 0.8696062 17.47118
NA fbc7afdc13664e0931eb43f63913f8e724f939f7 NA 2 S G 24 5 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 21ffaa3529ed561ca6a510553ab0f50cc71bb67f NA 2 M C 24 5 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 0afaaf8bdb90633543079f0de0142b26aa94009b NA 2 M F 24 7 NA 1 1 TRUE 5 0 TRUE 5 20.090909 81910.64 0.8696062 17.47118
NA ef8f7b6ce30867bf3ea86576bca4d7092a9ce807 NA 2 D Q 04 2 NA 1 0 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA ef8f7b6ce30867bf3ea86576bca4d7092a9ce807 NA 2 D Q 04 5 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA ef8f7b6ce30867bf3ea86576bca4d7092a9ce807 NA 2 D Q 04 9 NA 1 0 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA d746a127443a90789ea0923840e8eba1a7a017d1 NA 2 M C 06 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 56abe21b63adb5eb7c28a939afab5104efb7f9be NA 2 S G 14 8 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA c9dee272d5754393db93d3884f54eb412bcf8e92 NA 2 S C 30 7 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 892e3d8434c38a1039dd65d03328142a06366010 NA 2 M G 14 5 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 45e742801998b0eb8900749c21b0dd9568fa4504 NA 2 M R.S 30 5 NA 1 0 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA f27b204a8cadedc5d096bd6bdc83ea4319514c67 NA 2 D C 28 7 NA 1 0 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA f27b204a8cadedc5d096bd6bdc83ea4319514c67 NA 2 D C 28 8 NA 1 0 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 16a981656801094ec62ca345bed955c5fd6732c3 NA 2 M F 20 7 NA 1 1 TRUE 3 0 TRUE 3 20.090909 81910.64 0.8696062 17.47118
NA cf4895e27426b677447d1e23219ed740846aeb23 NA 2 M C 02 7 NA 1 1 TRUE 3 0 TRUE 3 20.090909 81910.64 0.8696062 17.47118
NA 07abd25df1c7f2b661eefaec9f6a6d7d4db474a8 NA 2 M C 10 3 NA 1 0 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 07abd25df1c7f2b661eefaec9f6a6d7d4db474a8 NA 2 M C 10 9 NA 1 0 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA bb7c71f70a0f388572e83fcbdbd2f5c5d49433d1 NA 2 D C 18 1 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA bb7c71f70a0f388572e83fcbdbd2f5c5d49433d1 NA 2 D C 18 2 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA bb7c71f70a0f388572e83fcbdbd2f5c5d49433d1 NA 2 D C 18 7 NA 1 0 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 35c26bd55d743b6f0943fbbba088c269f5d707eb NA 2 M H 32 8 NA 1 1 FALSE 5 0 TRUE 5 20.090909 81910.64 0.8696062 17.47118
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NA 9438f2bdec8ef46ee10c657a98036a0f0151f718 NA 2 S F 24 2 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 7bb45cc55c3dbde26b5f3d0c1f38121e204b345e NA 2 M J 24 7 NA 1 1 TRUE 5 0 TRUE 5 20.090909 81910.64 0.8696062 17.47118
NA ac37e1523db5d6a43c93840e7fe73361f8cb9b83 NA 2 D G 06 2 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 86124599425bb0c06d74962fef7e4ff9d705d6f6 NA 2 M C 24 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 86124599425bb0c06d74962fef7e4ff9d705d6f6 NA 2 M C 24 9 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 2fdc8c7f3f0b74a4886c5d1005615c4a0d5704b3 NA 2 D C 24 7 NA 1 0 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 2fdc8c7f3f0b74a4886c5d1005615c4a0d5704b3 NA 2 D C 24 8 NA 1 0 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA f3a303362d0caa853e54ab94db13a91ab2872c7f NA 2 S R.S 02 5 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA f3a303362d0caa853e54ab94db13a91ab2872c7f NA 2 S R.S 02 9 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 48ca411b5eb72ff82ffebdc3788c3350c8ee0502 NA 2 M C 24 7 NA 1 1 TRUE 3 0 TRUE 3 20.090909 81910.64 0.8696062 17.47118
NA cd84f5196810faf80cc10fafc68502acf6b0ca07 NA 2 M Q 30 3 NA 1 0 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 807f6ad1696036594fb8aced5f06696525b0998c NA 2 S M 12 4 NA 1 1 FALSE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 652ee23031a27050aa5173989378cf305901fdb1 NA 2 M I 04 5 NA 1 0 TRUE 2 0 TRUE 2 20.090909 81910.64 0.8696062 17.47118
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NA eaabae853066b54cde0f6f4f481c6808a60b2180 NA 1 D K.L 02 1 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
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NA a2482945ef4cbe50d9f0cce4c1174529db267b1f NA 2 S C 18 5 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 66d9b8a42217f8f8e9a64a966fb7ce6a312de393 NA 1 S D.E 12 3 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA c04f2c8dcf262594bad8e463355a71d782ea9708 NA 2 M C 18 7 NA 1 1 TRUE 2 0 TRUE 2 20.090909 81910.64 0.8696062 17.47118
NA bf21b4379e58eae8d1d3f9cdaa663085f2c69a0e NA 2 M F 04 7 NA 1 1 TRUE 6 0 TRUE 6 20.090909 81910.64 0.8696062 17.47118
NA 82da926f1b5e437805814b9a92d10354dca462c0 NA 2 M N 18 7 NA 1 1 TRUE 2 0 TRUE 2 20.090909 81910.64 0.8696062 17.47118
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NA 897419d6b310aba37bab83af7945e4dccaaa7f6f NA 2 M G 14 3 NA 1 1 TRUE 2 0 TRUE 2 20.090909 81910.64 0.8696062 17.47118
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NA ccd461b26c567b3b9c29a419e1ac4fa597eef11f NA 1 D P 22 3 NA 1 1 FALSE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
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NA eb01f9abed268ab48ca2423510bdb15a094f2058 NA 2 M C 02 8 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 5bf38ded50173784c00dda14e2d73ac54edb1aac NA 2 D C 16 8 NA 1 1 TRUE 2 0 TRUE 2 8.130606 26074.85 3.6097614 29.34955
NA 5bf38ded50173784c00dda14e2d73ac54edb1aac NA 2 D C 16 9 NA 1 1 TRUE 2 0 TRUE 2 8.130606 26074.85 3.6097614 29.34955
NA 7caddd1e1aff9beb165b00bb5e2faf6500e899dc NA 2 M P 14 2 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 3b084819b3680bdea7062f6f854c1c807deafa65 NA 2 M M 18 7 NA 1 1 TRUE 3 0 TRUE 3 20.090909 81910.64 0.8696062 17.47118
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NA dcd2ac5e5067b3a64559d82e7646fd568f9469a9 NA 2 D F 16 7 NA 1 0 TRUE 40 0 TRUE 40 8.130606 26074.85 3.6097614 29.34955
NA 840f1ec3c4bb3b525dca3cc70bc7dcdc710d7b57 NA 2 M G 32 5 NA 1 0 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 0ca375b94877a7560980ca4e3bfd7b1339d87bca NA 2 S G 12 5 NA 1 1 TRUE 2 0 TRUE 2 11.432044 42161.38 3.0582490 34.96204
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NA b242552d175b7d464eacc79265555dfa03d5d889 NA 2 S F 18 7 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA e223f66abea6fc4dd5737c9ec2fa8088a289013f NA 2 D C 30 8 NA 1 0 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
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NA ca4c2783d4340ba0d1e120a61c351a948f6c748c NA 2 M N 06 3 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 60687bf766ceb7a9072669f17376e376ebb454a4 NA 2 S G 06 3 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 3914164a9df24a411253d0b4fdeaf6876e451e3f NA 2 M C 06 7 NA 1 1 FALSE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA e61e626449ca377deca0506a7c2ea402ead78f83 NA 2 M C 06 7 NA 1 1 TRUE 3 0 TRUE 3 20.090909 81910.64 0.8696062 17.47118
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NA e8d119f2ec0a8bc69895db16d60921af3af857e5 NA 2 M G 10 4 NA 1 1 TRUE 2 0 TRUE 2 20.090909 81910.64 0.8696062 17.47118
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NA e8c340a41f7936d293af951c70de123c4948ce7a NA 2 D C 10 8 NA 1 1 TRUE 5 0 TRUE 5 8.130606 26074.85 3.6097614 29.34955
NA 76c3264413a104b7b8a891fd2292e4890414ded1 NA 2 M C 10 8 NA 1 0 TRUE 2 2 TRUE 2 20.090909 81910.64 0.8696062 17.47118
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NA cc154cc84601b711a1e198c2457fae7d9492d185 NA 2 S P 10 2 NA 1 0 TRUE 3 0 TRUE 3 11.432044 42161.38 3.0582490 34.96204
NA 7b924b215a5279253c9e12aaaaa614bec62ffc1a NA 2 M N 10 4 NA 1 1 TRUE 8 0 TRUE 8 20.090909 81910.64 0.8696062 17.47118
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NA bce9a263eadd524d64bae817a8d327a0e5599f1f NA 2 M G 10 5 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA f7ff19b4bd7299bf0dd4f17b9fc8e8974fa92f83 NA 2 S N 10 9 NA 1 0 TRUE 3 2 TRUE 3 11.432044 42161.38 3.0582490 34.96204
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NA 1991f70890c9001a32aab9328fb1b4c1e53c06f5 NA 2 D N 14 4 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
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NA caa7c5a31b589049cd7486cfbb424ddb556f31ff NA 2 S C 28 9 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA 36b5fdba632726dd77e2600505c08b9d71b8ac2d NA 2 D C 16 4 NA 1 0 TRUE 2 0 TRUE 2 8.130606 26074.85 3.6097614 29.34955
NA 0391350c8d97ef15ebcc8b712f9139143657a3d9 NA 2 M G 16 4 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA a46739c67b031a7f9aac2e1c907564868e18519d NA 2 D C 16 7 NA 1 0 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA bac65b29092d0036703242b4afa0c0c1f5c40817 NA 2 S C 16 1 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA f5d1f98c2010cd793f79b0cb806ef7fb199616a4 NA 2 M Q 16 3 NA 1 0 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 937e18a7830d22980235d649583dcadba94d0405 NA 2 D G 16 7 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
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NA 5a4235dbfe9c221475142819f64769956a46a403 NA 2 D C 16 3 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA ec719b602378c96acb9ba4ba545d8161b0ecc788 NA 1 D D.E 16 7 NA 1 0 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
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NA 8cfd94d397bc70944fd721a9f592c7f6af02c304 NA 2 D C 16 5 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 30866594795e96124048bd8e3d3520b26950b773 NA 2 S F 16 7 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 272d58a11b0c044b5197dea97f862085d1f6aea3 NA 1 S P 16 2 NA 1 0 FALSE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA 36d090e64b594d5c433755e70f60be1442feb9db NA 2 S C 16 9 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 83f6fddcceb6f800d59337bd9b2f6d20f703a67f NA 2 D C 16 7 NA 1 0 TRUE 2 0 TRUE 2 8.130606 26074.85 3.6097614 29.34955
NA 4c58cdc6338df9751a7114653952e4f886c7d905 NA 2 M R.S 16 7 NA 1 0 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 0adc933061900ef73b9a31af5d8e7ce9dd70dd8a NA 2 D D.E 16 9 NA 1 1 TRUE 4 0 TRUE 4 8.130606 26074.85 3.6097614 29.34955
NA 76e5ecc73493ea447e216dec659d90e30f6fd693 NA 2 S C 16 8 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA a0821b62c34a7fc57b4ebd1628b89bc90a8b0124 NA 2 S F 16 7 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 0a3e43b1fe99779eafc0202a8a9bc671fda50147 NA 2 M H 16 8 NA 1 1 TRUE 2 0 TRUE 2 20.090909 81910.64 0.8696062 17.47118
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NA 74d206ce0717be10391906b15b37c693a6c2548d NA 2 M G 16 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 955b3f5adeb02e90e603893e332f0b0929f8b9d2 NA 2 S H 16 8 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA d516a42e85ac121d020a41bc3d044b718333d8c5 NA 2 D G 16 5 NA 1 0 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 5303d8f1e66a216e02893937facc6d320ab2ce9b NA 2 M G 16 4 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA e18972fba50dc94170590eba4f91df8699427b58 NA 2 M G 16 5 NA 1 1 TRUE 2 0 TRUE 2 20.090909 81910.64 0.8696062 17.47118
NA e18972fba50dc94170590eba4f91df8699427b58 NA 2 M G 16 9 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 06ec048b4ee2f70c301c92ff23b3665d21144e27 NA 2 S F 16 2 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA e8960e84aeade3700c3ece6af047d4e816234577 NA 2 D C 16 2 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA e8960e84aeade3700c3ece6af047d4e816234577 NA 2 D C 16 3 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA fd11ff38247fdd1660a320263b76b7c640789d62 NA 2 S G 16 5 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA fd11ff38247fdd1660a320263b76b7c640789d62 NA 2 S G 16 8 NA 1 1 TRUE 2 0 TRUE 2 11.432044 42161.38 3.0582490 34.96204
NA ac1efbf724d260acee737472f5cc10aafbd0a87a NA 2 M C 16 3 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA ac1efbf724d260acee737472f5cc10aafbd0a87a NA 2 M C 16 8 NA 1 0 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 557e685f7909e8956d2cbecd1745a5f01282a648 NA 2 S G 16 3 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 557e685f7909e8956d2cbecd1745a5f01282a648 NA 2 S G 16 5 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA a7ec87c016bc768f15cfe492fd373e51e6f0b45b NA 2 D N 16 5 NA 1 1 TRUE 2 1 TRUE 2 8.130606 26074.85 3.6097614 29.34955
NA a7ec87c016bc768f15cfe492fd373e51e6f0b45b NA 2 D N 16 8 NA 1 1 TRUE 2 1 TRUE 2 8.130606 26074.85 3.6097614 29.34955
NA d99c7c2cc97992cd1489674e71ae4a39b2e26606 NA 2 D C 16 5 NA 1 0 TRUE 3 0 TRUE 3 8.130606 26074.85 3.6097614 29.34955
NA c3cc9dd1892bede2b0684cf87bef00231fef16f6 NA 2 M F 16 7 NA 1 1 TRUE 3 0 TRUE 3 20.090909 81910.64 0.8696062 17.47118
NA 66e6eab90dc58daee964c0ed94039945484d1941 NA 2 M F 16 7 NA 1 1 TRUE 2 0 TRUE 2 20.090909 81910.64 0.8696062 17.47118
NA bd3e4d7b5d69be1a37289f4bb296ba645d514204 NA 2 D D.E 16 4 NA 1 0 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA bd3e4d7b5d69be1a37289f4bb296ba645d514204 NA 2 D D.E 16 9 NA 1 0 TRUE 6 0 TRUE 6 8.130606 26074.85 3.6097614 29.34955
NA c310b765cb113d4a98bd78c7ee2fc3cffcb05fdf NA 2 M C 16 5 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA a827a93c32e61b5cedc307764463e47704995f44 NA 2 S G 16 7 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 383eddef22654a9328f5898e7610528a1e490a9b NA 2 D H 16 4 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 0da8879dc628eee4a782e88757ca1122530068ff NA 2 M G 16 5 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA c7a8f00cbe45d0ec59c561f4dc8062f734efba5b NA 2 M G 16 5 NA 1 0 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA d5581f8d098b27ba2003dc71ac308c67a1bc6cdf NA 2 D C 32 7 NA 1 0 TRUE 10 0 TRUE 10 8.130606 26074.85 3.6097614 29.34955
NA d5581f8d098b27ba2003dc71ac308c67a1bc6cdf NA 2 D C 32 9 NA 1 0 TRUE 10 0 TRUE 10 8.130606 26074.85 3.6097614 29.34955
NA 41ef991c26a8a87b2473399d1936f3c3fc30fabc NA 2 M G 16 4 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA a2ab02e8726c416a8552f88655fc57d9d739aa9f NA 2 S R.S 16 8 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 4df9fd16f609ec155c63a5a6c8e8604d847c28fa NA 2 M H 16 8 NA 1 1 TRUE 2 0 TRUE 2 20.090909 81910.64 0.8696062 17.47118
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NA a167322724aafb3ac66e40660f1fe8f0b3007bf2 NA 2 S C 16 7 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA a167322724aafb3ac66e40660f1fe8f0b3007bf2 NA 2 S C 16 8 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 88909f96ecf8b21c608294e62917f7d5111783a8 NA 2 M F 16 9 NA 1 1 TRUE 3 0 TRUE 3 20.090909 81910.64 0.8696062 17.47118
NA 2914e0385c3845902424f5a6d4bb338842a6f1c9 NA 2 D C 24 7 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
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NA 2b7f88f58d3fb058e1a23a5d2995264ab54cc0da NA 2 M F 16 9 NA 1 1 TRUE 10 0 TRUE 10 20.090909 81910.64 0.8696062 17.47118
NA 0089e88a8ff67f79574556713d136b8fee9b4890 NA 2 M I 16 4 NA 1 0 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 6c79402b61a0136e80c5546fc7422632ffcbcc23 NA 2 S F 16 8 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA d74a124ac73340c40f78d415957daad597bbe59e NA 2 M C 16 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 243ef58a9de2b46a2058332cb6b1046414fe5eee NA 2 M M 16 3 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA ebf4263dda716fe0d07c77238035352416af95e9 NA 2 D C 16 4 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 3c0a3771e8eca69994fc5c0b63055833468690d2 NA 1 D Q 16 2 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 028a5a10737d165d3ab74476c0783413f44fe048 NA 2 M K.L 16 5 NA 1 0 TRUE 2 0 TRUE 2 20.090909 81910.64 0.8696062 17.47118
NA b4f539490cc37179356096cc2e4fded075402014 NA 2 D C 16 9 NA 1 0 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA f416144004d90c0d84f781e5c76dcfcaa91e4d86 NA 2 S G 16 5 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA f416144004d90c0d84f781e5c76dcfcaa91e4d86 NA 2 S G 16 9 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 5b568dc9129e4d9f70e320d7a9175dd02eb3fd6a NA 1 S Q 16 2 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA d75366c2b46624d6cd9315e9807674add965381d NA 2 M F 16 9 NA 1 1 TRUE 2 0 TRUE 2 20.090909 81910.64 0.8696062 17.47118
NA 1a4276dcf22bcb351e1c83a8d60d37981fe93937 NA 1 S P 16 1 NA 1 1 FALSE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 35cbf62d5d46dd0eb24de476db0a6b50ce0961cd NA 2 M F 16 8 NA 1 1 TRUE 4 0 TRUE 4 20.090909 81910.64 0.8696062 17.47118
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NA bec9a46da20b9ac9785d84dbd5252a31350a5896 NA 2 S G 16 4 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 7aa3e9e8e75d6c954bc38aff6fe06f7e758657e8 NA 2 D C 16 7 NA 1 1 TRUE 5 0 TRUE 5 8.130606 26074.85 3.6097614 29.34955
NA ce80b7c1c69f82074b902857bd361575d308e492 NA 2 M G 16 4 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 0a7cc81bf32b685013d9fd2661ac1193267661f7 NA 2 M F 16 9 NA 1 1 TRUE 2 0 TRUE 2 20.090909 81910.64 0.8696062 17.47118
NA f7de2955ec3565c75d1ac14247febee728947060 NA 2 M G 16 5 NA 1 0 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 55ee55c61b2c9666a57c8684744a05d12eb8f459 NA 2 D H 16 3 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 55ee55c61b2c9666a57c8684744a05d12eb8f459 NA 2 D H 16 7 NA 1 0 FALSE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 55ee55c61b2c9666a57c8684744a05d12eb8f459 NA 2 D H 16 8 NA 1 1 TRUE 4 0 TRUE 4 8.130606 26074.85 3.6097614 29.34955
NA 10e845b9b440fdbe55c580461090bde3c6c5676b NA 2 S C 16 7 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 0a6366b81ddce021561209cb6b7e6289f7c3a651 NA 2 M G 16 2 NA 1 1 TRUE 2 0 TRUE 2 20.090909 81910.64 0.8696062 17.47118
NA f8c6ece51eb318a286af81be40e7b6f217c3e644 NA 2 S C 16 7 NA 1 1 TRUE 2 0 TRUE 2 11.432044 42161.38 3.0582490 34.96204
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NA 435df74cface48648bf7b7ca881fce986c58dc04 NA 2 S F 16 7 NA 1 1 TRUE 2 0 TRUE 2 11.432044 42161.38 3.0582490 34.96204
NA 8c18a10f447d6122bf60c88607549ad241adf699 NA 2 D C 16 1 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA f97014d4633af9337c5d1cda5aa6abafde3a6143 NA 2 D C 16 5 NA 1 0 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 7d53b2baa93c72e13a1be509bdaac624c4ea6549 NA 2 M I 16 5 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 5c9aef2e767ccef296b55c838ad9645bd393c2ae NA 2 M G 16 5 NA 1 0 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 0d82a150a5ca966d1f4cfa53580f931f3cb6c18a NA 2 S G 16 5 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA a3a7f4b5fe9511fa95e9a092e0bd121165d9aa46 NA 2 S C 16 7 NA 1 1 TRUE 4 0 TRUE 4 11.432044 42161.38 3.0582490 34.96204
NA acc734e74f7109ea2fef049ffc1aea9f822f8fce NA 2 S G 16 4 NA 1 1 TRUE 2 0 TRUE 2 11.432044 42161.38 3.0582490 34.96204
NA ab484b6b38bbdae56c46fa253e193f5a80ded02d NA 1 D Q 16 9 NA 1 0 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 90784597d04650094a624d24d782d8b2d1c0c253 NA 2 S G 16 4 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 90784597d04650094a624d24d782d8b2d1c0c253 NA 2 S G 16 9 NA 1 1 FALSE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA afb01f1e52d75cf849e7e902187e24fa54e6184a NA 2 S C 16 4 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 760534831da1c1e1bb56fdbdd75077f4e84aa0cc NA 2 M I 16 5 NA 1 0 TRUE 2 0 TRUE 2 20.090909 81910.64 0.8696062 17.47118
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NA 2e239f4248710e31522b2c648d20dac1685f82ec NA 2 S I 16 7 NA 1 1 TRUE 2 0 TRUE 2 11.432044 42161.38 3.0582490 34.96204
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NA c92079464db7425706ac6c4e8e087165c746f8d6 NA 2 M I 16 5 NA 1 0 FALSE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 22c91e9892e269680651bfb28846c756a9cba16e NA 2 S F 16 7 NA 1 1 TRUE 2 0 TRUE 2 11.432044 42161.38 3.0582490 34.96204
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NA e6a701038204b0c79fc462c896502e9feeacbacb NA 2 M I 24 9 NA 1 0 TRUE 5 5 TRUE 5 20.090909 81910.64 0.8696062 17.47118
NA ede71ea2d8328d59f23e0761f9f48954025b39f0 NA 2 M C 16 8 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA c227aba7ee688f26c76404f016bba0d695fba785 NA 1 S Q 16 3 NA 1 1 FALSE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA 5cce3aec34e6c0d395bbdf72290578f30f736992 NA 2 M I 16 9 NA 1 1 TRUE 1 1 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 54811b75f5c0110349c73711306394838b568519 NA 2 M Q 16 3 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 124d81fe43373d1941626a9e7902bdfb514ca6b3 NA 2 S G 16 7 NA 1 0 TRUE 4 0 TRUE 4 11.432044 42161.38 3.0582490 34.96204
NA 8f335a3b8aea5cf5020a39a04baab9e68ddf30e9 NA 2 M N 16 2 NA 1 1 TRUE 5 0 TRUE 5 20.090909 81910.64 0.8696062 17.47118
NA 553448bf7663a805ee0d3f3bdaef55d934cf15f8 NA 2 S I 16 5 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 553448bf7663a805ee0d3f3bdaef55d934cf15f8 NA 2 S I 16 9 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA bbf2321c65b587bc082e05719e74041dbb9f9362 NA 2 M C 16 8 NA 1 0 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA fdeef4dbfd10ee193021735430bfeb3ff45229fc NA 2 D N 14 5 NA 2 1 TRUE 3 2 TRUE 3 8.130606 26074.85 3.6097614 29.34955
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NA 2b5a96593d3fdbfb8393a83a248b42a04d843b8c NA 2 D N 10 5 NA 1 0 TRUE 2 2 TRUE 2 8.130606 26074.85 3.6097614 29.34955
NA 2b5a96593d3fdbfb8393a83a248b42a04d843b8c NA 2 D N 10 9 NA 1 1 FALSE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 2b5a96593d3fdbfb8393a83a248b42a04d843b8c NA 2 D N 10 9 NA 2 1 TRUE 3 3 TRUE 3 8.130606 26074.85 3.6097614 29.34955
NA 943974a4683b96a5945c54ab2567ff95c62af541 NA 2 S F 10 8 NA 1 1 TRUE 2 0 TRUE 2 11.432044 42161.38 3.0582490 34.96204
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NA d047a8c084a64181f0c75167adb841395252695e NA 1 D P 18 1 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
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NA 5e010ab7ccc048cffd5332fcfe830a2472ef1640 NA 1 D Q 18 2 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
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NA bf51705a5c582157b6bef5122784f03dfe11405e NA 2 M C 18 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA b9e210e606962f4b8cd08d2e7f47c25463d63780 NA 2 M R.S 18 9 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA f5917526af27db3ce1e4593ae4fe2d38a62fc4ec NA 2 S C 18 2 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA f5917526af27db3ce1e4593ae4fe2d38a62fc4ec NA 2 S C 18 7 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 50e3e9337b92411cd0f92cb043650a6418457d6f NA 2 M I 18 5 NA 1 0 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 49058d34fb16a81f18ee80b53d72087646e86ea7 NA 2 M C 18 7 NA 1 0 TRUE 2 0 TRUE 2 20.090909 81910.64 0.8696062 17.47118
NA 88a8458b597c16e82be70ba2acde581e30e419ed NA 2 S I 18 4 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA 1d49e092d7c63e95c8d6277cc8ed3ebaa5861c2d NA 2 S C 18 7 NA 1 1 TRUE 3 0 TRUE 3 11.432044 42161.38 3.0582490 34.96204
NA 7b76874c19346db5bf0e4b6a3a17630c20e3d01e NA 2 M G 18 4 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 64c0cc6a73922fb98412a20e4f72e32bd1166a9f NA 2 M C 18 7 NA 1 0 TRUE 4 0 TRUE 4 20.090909 81910.64 0.8696062 17.47118
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NA edcecbea7315c69fdd89d63aab651ad754e316ea NA 2 D G 18 5 NA 1 0 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
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NA f2c6a8366576434f2290fcd04213384e513fcdef NA 2 M G 18 9 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 1f526261d2d54befd296c5f5a19cafd817a2f59e NA 2 D H 18 8 NA 1 0 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
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NA cef835a7ca15b145599e5c532e5db51aba9a318c NA 2 M H 18 8 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA c628572df8cb4190c49d5ccde22c4a94f448e871 NA 2 S G 18 5 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA a9e4b1759543683f8411246518fda154c611e11a NA 2 S G 18 5 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA e0acb45dc649f2acb8d620e494854eec972d570c NA 2 S G 18 4 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA e0acb45dc649f2acb8d620e494854eec972d570c NA 2 S G 18 5 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
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NA ac62facdb372c318b997a967f4da0b73eb7a5eb9 NA 2 S G 14 3 NA 1 1 TRUE 3 0 TRUE 3 11.432044 42161.38 3.0582490 34.96204
NA 609fb52579092553461b4ac6fdd69cf19d9745c0 NA 2 M F 06 7 NA 1 1 TRUE 8 0 TRUE 8 20.090909 81910.64 0.8696062 17.47118
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NA caa1bb977efe84647bccb283068c41118fc6c89c NA 2 M C 14 9 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA 77bda679e01649bfdae8a94c818931e7c4f82263 NA 2 D C 14 5 NA 1 0 TRUE 2 0 TRUE 2 8.130606 26074.85 3.6097614 29.34955
NA 77bda679e01649bfdae8a94c818931e7c4f82263 NA 2 D C 14 8 NA 1 0 TRUE 3 0 TRUE 3 8.130606 26074.85 3.6097614 29.34955
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NA 6a9aa38fecca66a484eb62eee567a6e1e7c225a0 NA 2 S C 10 7 NA 1 1 TRUE 10 0 TRUE 10 11.432044 42161.38 3.0582490 34.96204
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NA 55e94265a77e8d1d1c100a5f09ba11314b56e434 NA 2 M C 10 7 NA 1 1 TRUE 2 0 TRUE 2 20.090909 81910.64 0.8696062 17.47118
NA cda6ec36a32533445e4d586c87f49f7e3edf5a2d NA 2 D C 10 2 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
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NA 2b17bce308a13d02f3b170e0eee21f54263bf02c NA 2 M C 10 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
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NA f9cb7a08beb260f2002f7b263b0e2ed57d894318 NA 2 S G 10 4 NA 1 1 TRUE 2 0 TRUE 2 11.432044 42161.38 3.0582490 34.96204
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NA 75e6124f153ee36dbebf5ca7a7a614311b2125c8 NA 1 D O 10 5 NA 1 1 TRUE 3 0 TRUE 3 8.130606 26074.85 3.6097614 29.34955
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NA 3fcf18e7cc577ccded1b24308a3f512f8a367ee9 NA 2 D G 28 7 NA 1 1 TRUE 2 0 TRUE 2 8.130606 26074.85 3.6097614 29.34955
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NA f0d348aedf8c991b305b584e353289db80f66ad9 NA 1 D Q 30 3 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA e77769c37f6ca1ee327f5ca96180ac02371ab975 NA 1 D O 08 5 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 65d05d8ce268d1cbfe3b8bfbd01c7b53614f7c90 NA 1 D O 08 9 NA 1 1 FALSE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA b57d977f702070610b2833b249af2f4f56698691 NA 1 D Q 08 2 NA 1 0 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA b57d977f702070610b2833b249af2f4f56698691 NA 1 D Q 08 9 NA 1 0 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 85a5c0a4bf43827caca5b1a2f807a306afbeeb91 NA 1 D Q 08 2 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 3b71c57529d95540e21f35a8c8bc8b655831d842 NA 1 S O 08 9 NA 1 1 TRUE 2 0 TRUE 2 11.432044 42161.38 3.0582490 34.96204
NA 210060678007fa4d7d94f8548e655ce1f3c00bd7 NA 2 M R.S 08 5 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 78409a9f2a9c244aebf2d29318f1a33f127914fd NA 2 D C 08 3 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 78409a9f2a9c244aebf2d29318f1a33f127914fd NA 2 D C 08 7 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA bd50392a469ab575b6d5114770b2bf8520648791 NA 1 D P 30 2 NA 1 1 FALSE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA bd50392a469ab575b6d5114770b2bf8520648791 NA 1 D P 30 2 NA 2 1 TRUE 7 0 TRUE 7 8.130606 26074.85 3.6097614 29.34955
NA 14c93a1df42f079bdea4586bfb3c5729a0052d70 NA 2 S I 08 9 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 14c93a1df42f079bdea4586bfb3c5729a0052d70 NA 2 S I 08 9 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 4290f2e8168a045d389f46d2dd5f39f63de526b1 NA 2 M N 08 9 NA 1 1 TRUE 2 2 TRUE 2 20.090909 81910.64 0.8696062 17.47118
NA eb599f6a2a474f91bbbb4737fb97aa638c059318 NA 2 S C 08 8 NA 1 0 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA 92200345eda9750567de69284ac58f9116d97b39 NA 2 S H 08 7 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA ece6c796e789a5472e6a5cdf89f15469198b3535 NA 1 S Q 08 2 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA cabc6e6efd7121c770a35066dce3e7903543b7bd NA 2 D G 08 3 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA cabc6e6efd7121c770a35066dce3e7903543b7bd NA 2 D G 08 4 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA cabc6e6efd7121c770a35066dce3e7903543b7bd NA 2 D G 08 5 NA 1 0 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 1742e76b1b2bb3cddd1e9223b33217a03293f31f NA 2 D C 08 2 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 1742e76b1b2bb3cddd1e9223b33217a03293f31f NA 2 D C 08 7 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 1742e76b1b2bb3cddd1e9223b33217a03293f31f NA 2 D C 08 9 NA 1 0 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 9cb756c323be11b4dca81db314e29bf3bbfa54e9 NA 2 S G 08 5 NA 1 0 TRUE 6 0 TRUE 6 11.432044 42161.38 3.0582490 34.96204
NA 1af53318139d5fa2af9a83152cd0f2b6cd49ce7a NA 2 M R.S 08 5 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 0734fbb36212dc3da4933a41892099e28a470243 NA 2 D C 10 9 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA c86994e1bcfea5704b80790fab458e9d536b4312 NA 2 D F 08 3 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 000167228537c46b1b084e9c501b065ca42374ce NA 1 M Q 08 3 NA 1 1 TRUE 1 1 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 2648489444f8f157e7bde05d9500c46552e32f2f NA 2 S H 08 3 NA 1 1 TRUE 2 0 TRUE 2 11.432044 42161.38 3.0582490 34.96204
NA 31849a02e25ffc0f65f987c02de545e562ff2845 NA 1 D P 08 9 NA 1 1 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA 0d18cb014a29f9b3166e93e2dd403643847e8a9d NA 2 M C 08 7 NA 1 1 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
NA 963b56049d99ba3b83ee338492c76d6da44f8367 NA 2 S C 08 7 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA a6a20c0f40c36af79446a53cb1af98dac84ca2cf NA 2 S G 08 8 NA 1 1 TRUE 2 1 TRUE 2 11.432044 42161.38 3.0582490 34.96204
NA a6a20c0f40c36af79446a53cb1af98dac84ca2cf NA 2 S G 08 9 NA 1 1 TRUE 2 1 TRUE 2 11.432044 42161.38 3.0582490 34.96204
NA 5ab1d632da4eda181d7a454f71dd69e4433b6aa5 NA 2 D H 08 9 NA 1 0 TRUE 1 0 TRUE 1 8.130606 26074.85 3.6097614 29.34955
NA a108d5030e205dc1632b5b8b3eddb725821adfa5 NA 2 S I 08 7 NA 1 1 TRUE 1 0 TRUE 1 11.432044 42161.38 3.0582490 34.96204
NA a108d5030e205dc1632b5b8b3eddb725821adfa5 NA 2 S I 08 9 NA 1 1 TRUE 15 0 TRUE 15 11.432044 42161.38 3.0582490 34.96204
NA d5c8a81acfb94539956a0d87c37a233e21ec435f NA 2 M H 08 7 NA 1 0 TRUE 1 0 TRUE 1 20.090909 81910.64 0.8696062 17.47118
  1. Wynik po propensity score weighting / inverse probability weighting i post-stratyfikacji
dane_ps |> 
  summarise(estymator_ps = weighted.mean(jedna_zmiana, waga_estym),
            estymator_ps2 = weighted.mean(jedna_zmiana, waga_ps),
            suma_wag = sum(waga_estym),
            suma_wag_ps = sum(waga_ps))
estymator_ps estymator_ps2 suma_wag suma_wag_ps
0.7103372 0.6692381 150146.9 294294

2.2 Wykorzystanie regresji logistycznej – więcej zmiennych

  1. Budujemy model regresji logistycznej
model2 <- glm(
  formula = R ~ klasa_pr + sek + sekc_pkd + woj + zawod_kod2,
  data = dane,
  weights = waga_do_modelu,
  family = binomial()
)
summary(model2)

Call:
glm(formula = R ~ klasa_pr + sek + sekc_pkd + woj + zawod_kod2, 
    family = binomial(), data = dane, weights = waga_do_modelu)

Coefficients:
            Estimate Std. Error z value Pr(>|z|)    
(Intercept) -3.41174    0.07228 -47.200  < 2e-16 ***
klasa_prM   -1.15460    0.01793 -64.381  < 2e-16 ***
klasa_prS   -0.46008    0.01732 -26.569  < 2e-16 ***
sek2         0.48710    0.03343  14.570  < 2e-16 ***
sekc_pkdD.E  0.40362    0.05254   7.682 1.56e-14 ***
sekc_pkdF    0.21830    0.02332   9.359  < 2e-16 ***
sekc_pkdG   -0.62666    0.02552 -24.555  < 2e-16 ***
sekc_pkdH   -0.03794    0.03234  -1.173  0.24076    
sekc_pkdI   -0.07419    0.03444  -2.154  0.03122 *  
sekc_pkdJ   -1.54723    0.08396 -18.429  < 2e-16 ***
sekc_pkdK.L -0.48184    0.05421  -8.889  < 2e-16 ***
sekc_pkdM   -0.13131    0.04280  -3.068  0.00216 ** 
sekc_pkdN    1.20375    0.02507  48.016  < 2e-16 ***
sekc_pkdO   -0.47417    0.06085  -7.793 6.54e-15 ***
sekc_pkdP    1.26756    0.04650  27.262  < 2e-16 ***
sekc_pkdQ    0.27953    0.04233   6.603 4.02e-11 ***
sekc_pkdR.S -0.10714    0.05124  -2.091  0.03654 *  
woj04        0.54468    0.03586  15.191  < 2e-16 ***
woj06        0.22531    0.04025   5.597 2.18e-08 ***
woj08       -0.22167    0.05486  -4.041 5.33e-05 ***
woj10        0.16260    0.03384   4.804 1.55e-06 ***
woj12       -0.53221    0.03354 -15.870  < 2e-16 ***
woj14       -0.46200    0.02774 -16.657  < 2e-16 ***
woj16        0.32142    0.04626   6.948 3.71e-12 ***
woj18        0.64153    0.03917  16.377  < 2e-16 ***
woj20       -0.28860    0.05744  -5.024 5.06e-07 ***
woj22        0.08019    0.03283   2.443  0.01457 *  
woj24       -0.18957    0.02927  -6.478 9.31e-11 ***
woj26        0.25186    0.05081   4.957 7.16e-07 ***
woj28        0.52209    0.03870  13.490  < 2e-16 ***
woj30       -0.32262    0.03161 -10.206  < 2e-16 ***
woj32        0.23988    0.03712   6.462 1.03e-10 ***
zawod_kod22  0.37095    0.06671   5.561 2.68e-08 ***
zawod_kod23  1.06078    0.06671  15.901  < 2e-16 ***
zawod_kod24  1.33406    0.06421  20.776  < 2e-16 ***
zawod_kod25  1.46882    0.06412  22.909  < 2e-16 ***
zawod_kod27  1.03656    0.06251  16.583  < 2e-16 ***
zawod_kod28  0.95568    0.06362  15.023  < 2e-16 ***
zawod_kod29  1.92563    0.06311  30.510  < 2e-16 ***
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

(Dispersion parameter for binomial family taken to be 1)

    Null deviance: 184315  on 20945  degrees of freedom
Residual deviance: 164366  on 20907  degrees of freedom
AIC: 164444

Number of Fisher Scoring iterations: 7
  1. Wyciągamy informację o prawdopodobieństwach przynależności
est_probs <- fitted(model2)
summary(est_probs)
    Min.  1st Qu.   Median     Mean  3rd Qu.     Max. 
0.001392 0.048009 0.086920 0.111928 0.140894 0.699782

Wagi

summary(1/est_probs)
   Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
  1.429   7.098  11.505  17.480  20.829 718.354
  1. Dodajemy informację o wagach do zbioru danych
dane <- dane |> 
  mutate(waga_estym = 1/predict(model2, dane, type="response"))
  1. Estymujemy liczbę wolnych miejsc pracy
dane |> 
  filter(R == TRUE) |>
  summarise(estymator_ps = weighted.mean(jedna_zmiana, waga_estym),
            suma_wag = sum(waga_estym))
estymator_ps suma_wag
0.7322981 174283.9
  1. Korekta wag z wykorzystaniem kalibracji
pop_totals_klasa <- xtabs(wolne_miejsca*waga ~ klasa_pr, data= dane, subset = !is.na(id_popyt))
pop_totals_sek <- xtabs(wolne_miejsca*waga ~ sek, data= dane, subset = !is.na(id_popyt))
pop_totals_pkd <- xtabs(wolne_miejsca*waga ~ sekc_pkd, data= dane, subset = !is.na(id_popyt))
pop_totals_woj <- xtabs(wolne_miejsca*waga ~ woj, data= dane, subset = !is.na(id_popyt))
pop_totals_kod <- xtabs(wolne_miejsca*waga ~ zawod_kod2, data= dane, subset = !is.na(id_popyt))
cbop_svy <- svydesign(ids= ~1, 
                      weights = ~ waga_estym,
                      data = subset(dane,R == T))
#klasa_pr + sek + sekc_pkd + woj + zawod_kod2
cbop_svy_cal <- calibrate(cbop_svy, 
                          formula = list(~klasa_pr, ~zawod_kod2, ~woj, ~sekc_pkd, ~sek),
                          population = list(pop_totals_klasa, pop_totals_kod, 
                                            pop_totals_woj, pop_totals_pkd,
                                            pop_totals_sek), 
                          calfun = cal.raking)

svymean(~jedna_zmiana, cbop_svy_cal)
                mean     SE
jedna_zmiana 0.70085 0.0049
svymean(~jedna_zmiana, cbop_svy)
               mean     SE
jedna_zmiana 0.7323 0.0054
svymean(~jedna_zmiana, cbop_svy_cal)
                mean     SE
jedna_zmiana 0.70085 0.0049

3 Wykorzystanie pakietu nonprobsvy

4 Badanie symulacyjne